{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 量化投资\n",
    "\n",
    "量化投资是指通过数量化方式及计算机程序化发出买卖指令，以获取稳定收益为目的的交易方式。在海外的发展已有30多年的历史，其投资业绩稳定，市场规模和份额不断扩大、得到了越来越多投资者认可。从全球市场的参与主体来看，按照管理资产的规模，全球排名前四以及前六位中的五家资管机构，都是依靠计算机技术来开展投资决策，由量化及程序化交易所管理的资金规模在不断扩大。\n",
    "\n",
    "它的基本理念是利用计算机技术结合一定的数字模型去实践投资者的思想和策略。\n",
    "\n",
    "有什么优点呢？\n",
    "\n",
    "量化投资可以克服人性的弱点，如贪婪、恐惧、侥幸心理，也可以克服认知偏差，使每一个决策都有理有据。\n",
    "\n",
    "同时因为它具备强大的信息处理能力，可以帮你捕捉更多的投资机会。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://n.sinaimg.cn/spider2020529/106/w580h326/20200529/f59d-iufmpmp0561662.jpg)\n",
    "\n",
    "**美国顶级对冲基金的掌门人**\n",
    "\n",
    "从左到右分别是量子基金的乔治·索罗斯（George Soros），文艺复兴的詹姆斯·西蒙斯（James Simons），保尔森基金的约翰·保尔森（John Paulson），先驱资本的菲利普·法尔科（Philip Falcone）和城堡投资的肯·格里芬（Ken Griffin）\n",
    "\n",
    "这5位金融大鳄仍然活跃在投资一线，但在这次新冠危机中，他们业绩却有了明显的分化：索罗斯、保尔森和法尔科均遭受了不同程度的损失，但西蒙斯的旗舰基金Medallion今年回报高达29%，而格里芬的旗舰基金Wellington也基本没有亏损，顺利躲过股灾。\n",
    "\n",
    "索罗斯、保尔森和法尔科均是擅长主动投资，而西蒙斯和格里芬则都是从事量化投资，在动荡的市场环境下，这是他们业绩分野的重要原因。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load data from multiple data source\n",
    "import tushare as ts\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "tushare_token = 'your token'  \n",
    "# 请在 tushare.pro 网站注册并且告知学生身份，可以取得你的token\n",
    "pro = ts.pro_api(tushare_token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def collect_stock_data_pro(code, start_date, end_date):\n",
    "    try:\n",
    "        stk_data = pro.daily(ts_code = code, start_date =start_date , end_date = end_date)\n",
    "        \n",
    "        return stk_data\n",
    "    except:\n",
    "        print('Stock '+code+' could not collect from Tushare Pro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def random_pick_stocks_code_pro(n): \n",
    "    stock_list = pro.stock_basic(exchange='', list_status='L', fields='ts_code,symbol,name,area,industry,list_date')\n",
    "    ind = [x[0] for x in list(np.random.randint(low = 0, high = len(stock_list), size = (n, 1)))]\n",
    "    return list(stock_list.iloc[ind]['ts_code'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_date='20170701'\n",
    "end_date='20200730'\n",
    "n = 3 # number of stocks you wanna collect from Tushare\n",
    "\n",
    "codes = random_pick_stocks_code_pro(n)\n",
    "stock_list = []\n",
    "for c in codes:\n",
    "    stock_info = {}\n",
    "    stock_info['code'] =  c\n",
    "    stock_info['data'] = collect_stock_data_pro(c, start_date, end_date)\n",
    "    stock_list.append(stock_info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '000001.SZ',\n",
       "  'data':        ts_code trade_date   open   high    low  close  pre_close  change  \\\n",
       "  0    000001.SZ   20200730  13.50  13.51  13.37  13.37      13.54   -0.17   \n",
       "  1    000001.SZ   20200729  13.35  13.63  13.21  13.54      13.34    0.20   \n",
       "  2    000001.SZ   20200728  13.34  13.43  13.18  13.34      13.24    0.10   \n",
       "  3    000001.SZ   20200727  13.67  13.68  13.10  13.24      13.50   -0.26   \n",
       "  4    000001.SZ   20200724  13.97  13.99  13.42  13.50      14.01   -0.51   \n",
       "  ..         ...        ...    ...    ...    ...    ...        ...     ...   \n",
       "  746  000001.SZ   20170707   9.37   9.48   9.34   9.47       9.40    0.07   \n",
       "  747  000001.SZ   20170706   9.36   9.41   9.31   9.40       9.37    0.03   \n",
       "  748  000001.SZ   20170705   9.29   9.38   9.27   9.37       9.34    0.03   \n",
       "  749  000001.SZ   20170704   9.40   9.41   9.30   9.34       9.40   -0.06   \n",
       "  750  000001.SZ   20170703   9.40   9.43   9.34   9.40       9.39    0.01   \n",
       "  \n",
       "       pct_chg         vol       amount  \n",
       "  0    -1.2555   964067.63  1294444.933  \n",
       "  1     1.4993  1519580.25  2043847.472  \n",
       "  2     0.7553  1217005.99  1618089.558  \n",
       "  3    -1.9259  1880653.35  2497551.472  \n",
       "  4    -3.6403  1830881.83  2504647.111  \n",
       "  ..       ...         ...          ...  \n",
       "  746   0.7400   760369.58   717084.352  \n",
       "  747   0.3200   738911.86   691387.184  \n",
       "  748   0.3200   567720.00   529294.114  \n",
       "  749  -0.6400   488362.53   456577.021  \n",
       "  750   0.1100   388349.37   364465.847  \n",
       "  \n",
       "  [751 rows x 11 columns]},\n",
       " {'code': '300911.SZ',\n",
       "  'data': Empty DataFrame\n",
       "  Columns: [ts_code, trade_date, open, high, low, close, pre_close, change, pct_chg, vol, amount]\n",
       "  Index: []},\n",
       " {'code': '688799.SH',\n",
       "  'data': Empty DataFrame\n",
       "  Columns: [ts_code, trade_date, open, high, low, close, pre_close, change, pct_chg, vol, amount]\n",
       "  Index: []}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Sharpe Ratio\n",
    "\n",
    "The Sharpe ratio is perhaps the most widely used tool for evaluating the risk-adjusted rate of return on investment portfolios. It does so by comparing the actual or expected return on an investment to the return on a risk-free investment, such as bond. It compares the two rates of return, factoring in the standard deviation for the investment portfolio, to provide an investor with an idea of how much additional gain he or she is receiving (if any) in return for taking on the additional risk associated with investing in equities."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Daily Stock Returns and Sharpe Ratio Calculation\n",
    "- Calculate the daily stock returns for the two investment opportunities i.e. stocks and CIS300 and name as “stock_returns” and “benchmark_returns”.\n",
    "- Calculate the relative performance of stocks vs. the benchmark by taking the difference in returns between stock_returns and benchmark_returns for each day. Name it as “excess_returns”.\n",
    "- Calculate the average of the excess_returns. This tells us how much more or less the investment yields per day compared to the benchmark. Name it as “avg_excess_returns”.\n",
    "- Calculate the standard deviation of the excess_returns. This shows us the amount of risk an investment in the stocks implies as compared to an investment in the benchmark. Name it as “std_excess_returns”.\n",
    "- Compute the ratio of avg_excess_returns and std_excess_returns. The result is now finally the Sharpe ratio and indicates how much more or less return the investment opportunity under consideration yields per unit of risk.\n",
    "- Note that Sharpe Ratio is often annualized by multiplying it by the square root of the number of periods. We have used daily data as input, so we’ll use the square root of the number of trading days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate daily stock returns \n",
    "stock_returns = stock_list[0]['data'].pct_chg\n",
    "\n",
    "# calculate benchmark returns\n",
    "benchmark_returns = pro.index_daily(ts_code='000300.SH', start_date = start_date, end_date = end_date).pct_chg\n",
    "\n",
    "# calculate the difference in daily returns for stocks vs S&P\n",
    "excess_returns = stock_returns.sub(benchmark_returns, axis=0)\n",
    "\n",
    "# calculate the mean of excess_returns \n",
    "avg_excess_return = excess_returns.mean()\n",
    "avg_excess_return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.6345382020593486"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate the standard deviation for daily excess return\n",
    "std_excess_return = excess_returns.std()\n",
    "std_excess_return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.9221694139090906"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate the daily sharpe ratio\n",
    "daily_sharpe_ratio = avg_excess_return/(std_excess_return)\n",
    "# annualize the sharpe ratio\n",
    "ann = np.sqrt(len(benchmark_returns))\n",
    "annual_sharpe_ratio = daily_sharpe_ratio * ann\n",
    "annual_sharpe_ratio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Information Ratio\n",
    "\n",
    "The information ratio in finance is one of the most important ratios in **active management**. The appraisal ratio measures the level of outperformance of an active strategy over the benchmark. \n",
    "\n",
    "$$IR = \\frac{E(r_s-r_b)}{std(r_s-r_b)}$$\n",
    "\n",
    "where $r_s$ is the strategy return and $r_b$ is the benchmark return, and the $std(r_s-r_b)$ could be interpreted as the **tracking error**. The difference between both is the **active return**. As such, the IR is equal to the expected active return divided by the tracking error. In other words, the ratio measures the active return of the investor's strategy divided by the amount of risk that he takes relative the the benchmark. \n",
    "\n",
    "##### Key Concept\n",
    "\n",
    "1. The information ratio is a measurement of portfolio returns above the returns of a benchmark. \n",
    "2. The information ratio is used to evaluate the skill of a portfolio manager at generating returns in excess of a given benchmark.\n",
    "3. A higher (0.3 - 0.4 would be fairly good) IR result implies a better portfolio manager who's achieving a higher return in excess of the benchmark, given the risk taken\n",
    "\n",
    "\n",
    "The information ratio identifies how much a fund has exceeded a benchmark. Higher information ratios indicate a desired level of consistency, whereas low information ratios indicate the opposite. Many investors use the information ratio when selecting exchange-traded funds (ETFs) or mutual funds based on their preferred risk profiles. Of course, past performance is not an indicator of future results, but the IR is used to determine whether a portfolio is exceeding a benchmark index fund.\n",
    "\n",
    "#### Limitation\n",
    "Comparing multiple funds against a benchmark is difficult to interpret because the funds might have different securities, asset allocations for each sector and entry points in their investments. As with any single financial ratio, it's best to look at additional types of ratios and other financial metrics to make a more comprehensive and informed investment decision."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The information ratio is -0.033650439835625816\n"
     ]
    }
   ],
   "source": [
    "ir_e = avg_excess_return\n",
    "ir_std = excess_returns.std()\n",
    "print('The information ratio is {}'.format(ir_e / ir_std))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tick2ret(price):\n",
    "    return 100 * (price - price.shift(1)).div(price.shift(1))[1:]\n",
    "\n",
    "def random_stocks_return_pro(start_date, end_date, n):\n",
    "    ret_list = pd.DataFrame()\n",
    "    codes = [i for i in random_pick_stocks_code_pro(n)]\n",
    "    for c in codes:\n",
    "        st = collect_stock_data_pro(c,start_date,end_date)\n",
    "        st.set_index(['trade_date'], inplace=True)\n",
    "        st_ret = tick2ret(st['close']).to_frame(name = c) \n",
    "        ret_list = pd.concat([ret_list, st_ret], axis = 1 ,join = 'outer', ignore_index = False, sort = False)\n",
    "    ret_list.dropna(axis = 0, how = 'any', inplace = True)\n",
    "    return ret_list, codes\n",
    "\n",
    "def merge_with_cis300(ret_list):\n",
    "    cis300 = pro.index_daily(ts_code='000300.SH')\n",
    "    cis300.set_index(['trade_date'], inplace=True)\n",
    "    st_ret = tick2ret(cis300['close']).to_frame(name = 'cis300') \n",
    "    ret_list = pd.concat([ret_list, st_ret], axis = 1 ,join = 'outer', ignore_index = False, sort = False)\n",
    "    ret_list.dropna(axis = 0, how = 'any', inplace = True)\n",
    "    return ret_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.05403998 0.02866846]]\n"
     ]
    }
   ],
   "source": [
    "start_date='2019-01-01'\n",
    "end_date='2020-12-13'\n",
    "n = 5\n",
    "ret_list, name = random_stocks_return_pro(start_date, end_date, n)\n",
    "ret_list = merge_with_cis300(ret_list)\n",
    "\n",
    "# number of assets or stocks\n",
    "num_assets = n\n",
    "# number of portfolios\n",
    "num_ports = 2\n",
    "# benchmark and the return list\n",
    "benchmark = ret_list['cis300']\n",
    "st_ret_list = ret_list.iloc[:,:-1]\n",
    "# the weighting scheme\n",
    "weights = np.random.random([num_ports,num_assets]) \n",
    "weights = weights / (np.mat(np.sum(weights, axis = 1)).T* np.ones([1,num_assets]))\n",
    "# portfolio returns\n",
    "#ports_avg_returns = np.array(weights * np.mat(np.mean(st_ret_list.values, axis = 0)).T)\n",
    "ports_returns = np.mat(st_ret_list.values) * weights.T\n",
    "# excess return \n",
    "excess_return = ports_returns - np.mat(benchmark.values).T\n",
    "# information ratio\n",
    "inf_ratio = np.mean(excess_return, axis = 0)/np.std(excess_return, axis = 0)\n",
    "print(inf_ratio)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sortino Ratio\n",
    "The Sortino ratio is a variation of the Sharpe ratio that differentiates **harmful volatility** from total overall volatility by using the asset's standard deviation of negative portfolio returns—downside deviation—instead of the total standard deviation of portfolio returns. The Sortino ratio takes an asset or portfolio's return and subtracts the risk-free rate, and then divides that amount by the asset's downside deviation. The ratio was named after Frank A. Sortino.\n",
    "\n",
    "#### Formula and Calculation of Sortino Ratio\n",
    "$$\\frac{r_s-r_f}{\\delta_d}$$\n",
    "\n",
    "where $r_s$ is the actual strategy return, $r_f$ is the risk-free rate and $\\delta_d$ is standard deviation of the downside\n",
    "\n",
    "#### Key points\n",
    "- The Sortino ratio differs from the Sharpe ratio in that it only considers the standard deviation of the downside risk, rather than that of the entire (upside + downside) risk.\n",
    "- Because the Sortino ratio focuses only on the negative deviation of a portfolio's returns from the mean, it is thought to give a better view of a portfolio's risk-adjusted performance since positive volatility is a benefit.\n",
    "- The Sortino ratio is a useful way for investors, analysts, and portfolio managers to evaluate an invesment's return for a given level of bad risk."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Maximum drawdown\n",
    "\n",
    "Maximum drawdown is defined as the **peak-to-trough decline** of an investment during a specific period. It is usually quoted as a percentage of the peak value. The maximum drawdown can be calculated based on absolute returns, in order to identify strategies that suffer less during market downturns, such as low-volatility strategies. However, the maximum drawdown can also be calculated based on returns relative to a benchmark index, for identifying strategies that show steady outperformance over time.\n",
    "\n",
    "We use maximum drawdown as one of the key statistics for evaluating our quantitative investment strategies\n",
    "\n",
    "$$MDD_T = \\frac{(P-L)}{P}$$\n",
    "\n",
    "where $P$ is the peak value before largest drop during preiod $T$, and $L$ is the lowest value before new high estabilished"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Maximum drawdown (MDD) is a measure of an asset's largest price drop from a peak to a trough.\n",
    "- Maximum drawdown is considered to be an indicator of downside risk, with large MDDs suggesting that down movements could be volatile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1810e6938d0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st = stock_list[0]['data'][['trade_date', 'close']].copy()\n",
    "st.set_index('trade_date').iloc[::-1].plot(figsize=(20,10), linewidth=5, fontsize=20, rot = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      4.17\n",
       "1      4.17\n",
       "2      4.17\n",
       "3      4.17\n",
       "4      4.17\n",
       "       ... \n",
       "746    6.79\n",
       "747    6.79\n",
       "748    6.79\n",
       "749    6.79\n",
       "750    6.79\n",
       "Name: close, Length: 751, dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "st['close'].expanding().max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max drawdown is -39%, started from 20170727 and end by 20181227.\n"
     ]
    }
   ],
   "source": [
    "st = stock_list[0]['data'][['trade_date', 'close']].copy()\n",
    "\n",
    "def maxdd(st):\n",
    "    # st should be a DataFrame with two columns ['trade_date', 'close']\n",
    "    end_day = st['trade_date'].loc[st['close'].sub(st['close'].expanding().max(), axis=0).idxmin()]\n",
    "    start_day = st[st['trade_date']<end_day].sort_values(by = 'close', ascending = False).iloc[0]['trade_date']\n",
    "    dd = round(abs(st['close'].sub(st['close'].expanding().max(), axis=0).div(st['close'].expanding().max(), axis=0).min()) * 100)\n",
    "    return dd, start_day, end_day\n",
    "\n",
    "dd, start_day, end_day = maxdd(st)\n",
    "\n",
    "print('Max drawdown is -{}%, started from {} and end by {}.'.format(dd, start_day, end_day))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 海龟交易策略\n",
    "\n",
    "TaLib是一个Python金融指数处理库。包含了很多技术分析里的常用参数指标，例如MA、SMA、WMA、MACD、ATR等。\n",
    "\n",
    "趋势追踪——唐奇安通道\n",
    "\n",
    "海龟交易法则利用唐奇安通道的突破点作为买卖信号指导交易，简单而言唐奇安通道是由一条上轨线、中线和下线组成，上轨线由N1日内最高价构成，下轨线由N2日内最低价计算，当价格冲破上轨是可能的买入信号，反之，冲破下轨时是可能的卖出信号。\n",
    "\n",
    "海龟交易法则的策略思路：\n",
    "\n",
    "- 入场条件：当收盘价突破20日价格高点时，买入一单元股票；\n",
    "\n",
    "- 加仓条件：当价格大于上一次买入价格的0.5个ATR（平均波幅），买入一单元股票，加仓次数不超过3次；\n",
    "\n",
    "- 止损条件：当价格小于上一次买入价格的2个ATR时清仓；\n",
    "\n",
    "- 离场条件：当价格跌破10日价格低点时清仓。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import talib as ta\n",
    "from datetime import datetime,timedelta\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline   \n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "#使用tushare获取交易数据\n",
    "#设置token\n",
    "import tushare as ts \n",
    "#注意token更换为你在tushare网站上获取的\n",
    "token='1c8b06446534ae510c8c68e38fc248b99f89ac3814cb55645ae2be72' \n",
    "pro=ts.pro_api(token)\n",
    "index={'上证综指': '000001.SH',\n",
    "        '深证成指': '399001.SZ',\n",
    "        '沪深300': '000300.SH',\n",
    "        '创业板指': '399006.SZ',\n",
    "        '上证50': '000016.SH',\n",
    "        '中证500': '000905.SH',\n",
    "        '中小板指': '399005.SZ',\n",
    "        '上证180': '000010.SH'}\n",
    "#获取当前交易的股票代码和名称\n",
    "def get_code():\n",
    "    df = pro.stock_basic(exchange='', list_status='L')\n",
    "    codes=df.ts_code.values\n",
    "    names=df.name.values\n",
    "    stock=dict(zip(names,codes))\n",
    "    #合并指数和个股成一个字典\n",
    "    stocks=dict(stock,**index)\n",
    "    return stocks    \n",
    "#获取行情数据\n",
    "def get_daily_data(stock,start,end):\n",
    "    #如果代码在字典index里，则取的是指数数据\n",
    "    code=get_code()[stock]\n",
    "    if code in index.values():\n",
    "        df=pro.index_daily(ts_code=code,start_date=start, end_date=end)\n",
    "    #否则取的是个股数据\n",
    "    else:\n",
    "        df=pro.daily(ts_code=code, adj='qfq',start_date=start, end_date=end)\n",
    "    #将交易日期设置为索引值\n",
    "    df.index=pd.to_datetime(df.trade_date)\n",
    "    df=df.sort_index()\n",
    "    #计算收益率\n",
    "    df['ret']=df.close/df.close.shift(1)-1\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>up</th>\n",
       "      <th>down</th>\n",
       "      <th>ATR</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-12-07</th>\n",
       "      <td>5022.2351</td>\n",
       "      <td>5065.7285</td>\n",
       "      <td>5067.8698</td>\n",
       "      <td>5014.6090</td>\n",
       "      <td>139896217.0</td>\n",
       "      <td>5090.6084</td>\n",
       "      <td>4867.8153</td>\n",
       "      <td>65.978991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-08</th>\n",
       "      <td>5009.8786</td>\n",
       "      <td>5029.1063</td>\n",
       "      <td>5043.0605</td>\n",
       "      <td>4998.9218</td>\n",
       "      <td>123073029.0</td>\n",
       "      <td>5090.6084</td>\n",
       "      <td>4867.8153</td>\n",
       "      <td>64.886976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-09</th>\n",
       "      <td>4942.6986</td>\n",
       "      <td>5022.3846</td>\n",
       "      <td>5033.6417</td>\n",
       "      <td>4942.5195</td>\n",
       "      <td>138916965.0</td>\n",
       "      <td>5090.6084</td>\n",
       "      <td>4867.8153</td>\n",
       "      <td>66.198737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-10</th>\n",
       "      <td>4940.5249</td>\n",
       "      <td>4931.2933</td>\n",
       "      <td>4962.7433</td>\n",
       "      <td>4919.7696</td>\n",
       "      <td>125914270.0</td>\n",
       "      <td>5090.6084</td>\n",
       "      <td>4867.8153</td>\n",
       "      <td>65.037485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-11</th>\n",
       "      <td>4889.6292</td>\n",
       "      <td>4957.8236</td>\n",
       "      <td>4957.8236</td>\n",
       "      <td>4849.3547</td>\n",
       "      <td>159357697.0</td>\n",
       "      <td>5090.6084</td>\n",
       "      <td>4917.3479</td>\n",
       "      <td>67.209056</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                close       open       high        low          vol  \\\n",
       "trade_date                                                            \n",
       "2020-12-07  5022.2351  5065.7285  5067.8698  5014.6090  139896217.0   \n",
       "2020-12-08  5009.8786  5029.1063  5043.0605  4998.9218  123073029.0   \n",
       "2020-12-09  4942.6986  5022.3846  5033.6417  4942.5195  138916965.0   \n",
       "2020-12-10  4940.5249  4931.2933  4962.7433  4919.7696  125914270.0   \n",
       "2020-12-11  4889.6292  4957.8236  4957.8236  4849.3547  159357697.0   \n",
       "\n",
       "                   up       down        ATR  \n",
       "trade_date                                   \n",
       "2020-12-07  5090.6084  4867.8153  65.978991  \n",
       "2020-12-08  5090.6084  4867.8153  64.886976  \n",
       "2020-12-09  5090.6084  4867.8153  66.198737  \n",
       "2020-12-10  5090.6084  4867.8153  65.037485  \n",
       "2020-12-11  5090.6084  4917.3479  67.209056  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hs=get_daily_data('沪深300','20180101','')[['close','open','high','low','vol']]\n",
    "#最近 20 个交易日最高价\n",
    "hs['up']=ta.MAX(hs.high,timeperiod=20).shift(1)\n",
    "#最近 10 个交易日最低价\n",
    "hs['down']=ta.MIN(hs.low,timeperiod=10).shift(1)\n",
    "#ATR指标：Average True Range 真实波动幅度的移动平均值\n",
    "hs['ATR']=ta.ATR(hs.high,hs.low,hs.close,timeperiod=20)\n",
    "hs.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#关掉pandas的warnings\n",
    "pd.options.mode.chained_assignment = None\n",
    "def strategy(stock,start,end,N1=20,N2=10):\n",
    "    df=get_daily_data(stock,start,end)\n",
    "    #最近N1个交易日最高价\n",
    "    df['H_N1']=ta.MAX(df.high,timeperiod=N1)\n",
    "    #最近N2个交易日最低价\n",
    "    df['L_N2']=ta.MIN(df.low,timeperiod=N2)\n",
    "    #当日收盘价>昨天最近N1个交易日最高点时发出信号设置为1\n",
    "    buy_index=df[df.close>df['H_N1'].shift(1)].index\n",
    "    df.loc[buy_index,'收盘信号']=1\n",
    "    #将当日收盘价<昨天最近N2个交易日的最低点时收盘信号设置为0\n",
    "    sell_index=df[df.close<df['L_N2'].shift(1)].index\n",
    "    df.loc[sell_index,'收盘信号']=0\n",
    "    df['当天仓位']=df['收盘信号'].shift(1)\n",
    "    df['当天仓位'].fillna(method='ffill',inplace=True)\n",
    "    d=df[df['当天仓位']==1].index[0]-timedelta(days=1)\n",
    "    df1=df.loc[d:].copy()\n",
    "    df1['ret'][0]=0\n",
    "    df1['当天仓位'][0]=0\n",
    "    #当仓位为1时，买入持仓，当仓位为0时，空仓，计算资金净值\n",
    "    df1['策略净值']=(df1.ret.values*df1['当天仓位'].values+1.0).cumprod()\n",
    "    df1['指数净值']=(df1.ret.values+1.0).cumprod()\n",
    "    df1['策略收益率']=df1['策略净值']/df1['策略净值'].shift(1)-1\n",
    "    df1['指数收益率']=df1.ret\n",
    "    total_ret=df1[['策略净值','指数净值']].iloc[-1]-1\n",
    "    annual_ret=pow(1+total_ret,250/len(df1))-1\n",
    "    dd=(df1[['策略净值','指数净值']].cummax()-df1[['策略净值','指数净值']])/df1[['策略净值','指数净值']].cummax()\n",
    "    d=dd.max()\n",
    "    beta=df1[['策略收益率','指数收益率']].cov().iat[0,1]/df1['指数收益率'].var()\n",
    "    alpha=(annual_ret['策略净值']-annual_ret['指数净值']*beta)\n",
    "    exReturn=df1['策略收益率']-0.03/250\n",
    "    sharper_atio=np.sqrt(len(exReturn))*exReturn.mean()/exReturn.std()\n",
    "    TA1=round(total_ret['策略净值']*100,2)\n",
    "    TA2=round(total_ret['指数净值']*100,2)\n",
    "    AR1=round(annual_ret['策略净值']*100,2)\n",
    "    AR2=round(annual_ret['指数净值']*100,2)\n",
    "    MD1=round(d['策略净值']*100,2)\n",
    "    MD2=round(d['指数净值']*100,2)\n",
    "    S=round(sharper_atio,2)\n",
    "    df1[['策略净值','指数净值']].plot(figsize=(15,7))\n",
    "    plt.title('海龟交易策略简单回测',size=15)\n",
    "    bbox = dict(boxstyle=\"round\", fc=\"w\", ec=\"0.5\", alpha=0.9)\n",
    "    plt.text(df1.index[int(len(df1)/5)], df1['指数净值'].max()/1.5, f'累计收益率：\\\n",
    "策略{TA1}%，指数{TA2}%;\\n年化收益率：策略{AR1}%，指数{AR2}%；\\n最大回撤：  策略{MD1}%，指数{MD2}%;\\n\\\n",
    "策略alpha: {round(alpha,2)}，策略beta：{round(beta,2)}; \\n夏普比率：  {S}',size=13,bbox=bbox)  \n",
    "    plt.xlabel('')\n",
    "    ax=plt.gca()\n",
    "    ax.spines['right'].set_color('none')\n",
    "    ax.spines['top'].set_color('none')\n",
    "    plt.show()\n",
    "    #return df1.loc[:,['close','ret','H_N1','L_N2','当天仓位','策略净值','指数净值']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('上证综指','20050101','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('沪深300','','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('创业板指','','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('沪深300','20180101','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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//nmmT59ObW1t0t+rujWKiIiIiEi3FQwG+etf/0pJSQnvvPMOvXv35ssvv+Tiiy9m5syZnHjiicydO5frr7+e1157jeHDh/PEE09QW1vLrbfeyttvvx0NZyeccAKffvopt912G48//jjTpk0jFAoxdepU+vfvz1dffcXee+8NwNSpUxk9ejSTJk3izjvvZO3atbhcLsrLy7npppsoLCxM+ntVOBMRERERkYTc+t9FLF5fkdRzjhnSm998d79WXy8uLuaRRx4hJycHgMWLF9PQ0EBVVRUAf/7znxkwYABff/01GzduxFrL5MmTue6665gwYQKnnnpqNHABXH/99axcuZJTTz2Vbdu2ce2113LvvfdSWlrKG2+8wd1338306dMpLS1lxIgRuFwuqqurefLJJwGYMWMGO3bsSOpnEKFwJiIiIiIi3VZRURETJkzgnnvuAWDLli0Eg0F27twJwI9+9COKi4spKysjFAoRCoXYvHkzF154If/v//0/3n//fSZPnsw111zDYYcdRmlpKW+99RYvvPACeXl5fP3119xzzz2Ul5ezZcsWSkpKmDRpEvfffz/vvPMOALW1tSxfvhyAzZs3p+y9KpyJiIiISFIsWl/OKX9+j1d+OoH9dy9K93AkBdqqcKXStm3buPjii7n44ouZPHkyhx56KL/61a949dVX+fLLLykuLuaggw5iw4YNDB8+nOLiYqqqqnj55Zex1rL33ntHq2d/+MMfuOyyy7jqqqvw+XxMnDiRmTNnMm/ePF577TWuvvpqAGpqaqLX37BhA4888ggAGzdu5Pjjj0/J+1Q4ExEREZGkeGuJU1F4beFGhTNJqv79++N2u7nxxhvZvn07Dz74IAMHDuSf//wnv//979mwYQMvvvgimzdvZu3atVx++eXk5eXxyiuvUFZWxr333kvfvn1ZtWoVq1ev5pBDDuH444/H6/VSWlrKySefjMvl4uyzz457/eLiYk4//XQAPvroo5S9T4UzEREREUkKr9tpBO4PhtI8Esk2Bx54IFdffTVHHHEEl19+OeXl5SxZsgRjDIsWLSIUCnH66adz8cUX8/vf/x5rLRs3bmTixInU1dUxbtw4AJ599ll+9rOfkZeXx+zZswGilbPc3Nwm14xt0x+ZWglEp1MGg0HcbndS36fCmYiIiIgkhddtAGhQOJMkWr9+PRdeeCG33XYbRx99NM8++yzBYJA777yTZcuWcd9993HVVVcxfPhwAK677joA+vbty6xZsygrK+OOO+5o8lrElClTWLFiBV6vt8V16+vr2bp1KyeffDIDBgzglltuib728ccfEwgEOPfcc5P6Xo21NqknbG7cuHF2/vz5Kb2GiIiIiKTfk3PLuOmlRZx/+FBuP/2AdA9HkmTJkiWMHj063cNot4aGBnw+X5v7LFiwgJKSEgYOHJi067byeZlEjlXlTERERESSwhjn+2eK/+1fJCG7CmYAY8eO7YKRJM6V7gGIiIiISHZQJhPpHIUzEREREUmOcMnMJDSBS0SaUzgTERERERHpBhTORERERCQpNK1Rsk1dXV30sd/vx+/3p/R6CmciIiIiItKt+f1+jj76aAAuuugili1bBjgLQi9cuBCAm2++mbfffpsbbriBu+66i8rKSk444QSCwWD0PKFQiPr6esBZp2z8+PFs3Lix1euefvrpzJ49m7KyMh577DEuvfRSysrKWLFiBYFAIOnvU+FMRERERJIi0qXRJNY1XCRhXq83uuCz1+vlpptu4vvf/z7/+te/qKqqoqqqit69ezN37lw2b97MsmXLWL16NQUFBbjdbkKhEKFQiFmzZjF58mSCwSB33HEH9fX1nH/++RQXF/Pcc881ueaKFSvIycmhvr6e6dOn8+abb1JRUcHzzz/P9OnTqa2tTfr7VCt9EREREUmKVVurASjM1VfMrPXq9bDxi+Sec7cD4KS7Wn157ty5XH/99Xz++edccskluN1ubr31VvbZZx8A5syZw7Zt29i2bRt/+ctfOPjggznyyCP5y1/+wvLlyznmmGNYvnw5L774IieccAKffvopt912G48//jjTpk0jFAoxdepU+vfvz1dffcXee+8NwNSpUxk9ejSTJk3izjvvZO3atbhcLsrLy7npppsoLCxM7ueAwpmIiIiIJMnHZdsB8LhUOZPkOeKII5g9ezYTJ05k2rRpPP3009x///0MGjQIay0ff/wxN9xwA2VlZfzyl7/kyy+/ZOPGjXz++ef87ne/Y9SoUTz00EOMHz8egOuvv56VK1dy6qmnsm3bNq699lruvfdeSktLeeONN7j77ruZPn06paWljBgxApfLRXV1NU8++SQAM2bMYMeOHSl5rwmFM2PMIOB5a+3Rxhgv8G+gH/CotfYfKRmZiIiIiGSUHdUNAAS1CnX2aqPClSo1NTW8/PLLLFiwgAceeABrLcuWLYvedzZmzBiGDRvGb37zG5588kmuueYavF4vU6dO5ZNPPsHn8zFy5Mjo+UpLS3nrrbd44YUXyMvL4+uvv+aee+6hvLycLVu2UFJSwqRJk7j//vt55513AKitrWX58uUAbN68OWXvdZfhzBjTF3gcKAhv+inwibX2FmPMTGPMdGttZcpGKCIiIiIZIRLKdtaktqOd9CwvvfQSW7ZsYezYsfz617/mhz/8IVOmTGH33XcH4Cc/+QmrV6/mxhtvZNmyZZSWlvLZZ5+xatUqzjzzTABOOumk6Pn+8Ic/cNlll3HVVVfh8/mYOHEiM2fOZN68ebz22mtcffXVgBMKIzZs2MAjjzwCwMaNGzn++ONT8l4TqZwFgcnAS+HnE4Hrw4/fBcYBb8ceYIy5DLgMYOjQockYp4iIiIh0c8GQ8/vTH37N7844IL2Dkaxx3nnnAfDvf/8bAGMM8+fPZ9WqVdF9jjrqKM455xzmzZvHSSedxH777YfX62Xs2LG8+OKL3HzzzQCsWrWK1atXc8ghh3D88cfj9XopLS3l5JNPxuVycfbZZ8cdQ3FxMaeffjrgdIhMlV2GM2ttBTgfQlgBsC78eDswKM4xfwf+DjBu3DjVtUVERER6gGAolO4hSBaqqqpizpw5eDyN0eW///0vubm5gNMeH+CKK66goKCA22+/nWHDhrFq1SoWLVpETk4OCxYsYNy4cTz77LP87Gc/Iy8vj9mzZwNEK2eR80VYawmFQgSDQYqKipgwYQIAO3fuBJxW/JEOksnSkYYgVUAeUA70Cj8XERERkR4uGNK/yUvyWWs5//zzufXWWwFnzbOnnnqK4cOHA3DssceyY8cOrrzySkaOHMm8efNYvHgxl1xyCffeey+DBg3irLPO4p///CfXXXddk3NPmTKFFStW4PV6W1y3vr6erVu3cvLJJzNgwABuueWW6Gsff/wxgUCAc889N6nv1dgEb9g0xrxjrZ1ojLkZWGytfd4Y8zjwkLX2g9aOGzdunJ0/f36ShisiIiIi3dX+v3mdqnpnYd6lvz2RXG9yqwqSHkuWLGH06NHpHsYuBQKBaHUtUvWKVLastbEzAaMWLFhASUkJAwcOTNo4Wvm8Emph2pHK2ePATGPM0cAY4MMOnENEREREskwwZOlf4GNbdQObKuoY1r9g1wdJRmgt3HQnsdMejTFNphy2NvaxY8cmdQyJFr5a42rHhSaGf18NHA+8D0yy1gY7NQIRERERyQpBaxlQmAPAtnBbfcl8ubm5bNu2rdPBI9tZa9m2bVuLe9fao0OLUFtr1wP/6vBVRURERCTrhEKWvvk+AMpr1U4/W5SUlLB27Vq2bNmS7qF0e7m5uZSUlHT4+A6FMxERERGR5oLW0q/ACWcVCmcptbOmgRv+s5DbT9+fvuHPPFW8Xi8jRoxI6TXEkfC0RhERERGR1oRCFmuhb4HT9U6Vs9R6at5qZnyxgYfnrEz3UCSJFM5EREREpNOC4fuR+uWrctYVfB7na3x9QGvLZROFMxERERHptMgaZznh9vkNQTWPSCWf2/ka//qijWkeiSSTwpmIiIiIdFooXDlzuwwelyEYUkUnldzhcLZ2R22aRyLJpHAmIiIiIp0WqZy5jcHtMgRUOUupuoaWq1mFQvrMM53CmYiIiIh0WqRQ5nIZvG4XAQWFlKpuCEQfB0OWmV9sYOTUmTw4e0UaRyWdpXAmIiIiIp0WaQjicUUqZ5rWmEq1MZWzqvoAsxZvAuCuV5ema0iSBApnIiIiItJpgXDpzKmcGVXOUqwmJpxV1vkZXJSbxtFIsiiciYiIiEinRaY1Ru45CyqcpVRNs8pZnV+VymygcCYiIiIinVa6dicANQ0BPC4XfjUESamamHvO/vjGV1TXO8+HqIKW0TzpHoCIiIiIZL7fvLQIgEXrK/C41Uo/la5+5lNeXdi4vtkbizfRJ98LQJ0Wpc5oqpyJiIiISKdtrKgDoDDXg8dl8GtaY8q8XLoegBxP41f5nTV+oGmjEMk8CmciIiIikjT+oMXjchHUtMaUq49TJav1B7FWn32mUjgTERERkaQJhkJ43CbavVESt+DrHTwyZ2XC+/cr8MXdHi+0Xf/C57zwydoOj026hsKZiIiIiCSN1+3C42q7lX55rZ+lGyu6cFSZ4cwHPuD2GUsS3r8gx82ZY3ePPt+tt9MMpM7fcmrjsx+v4ZfTSzs/SEkphTMRERERSZpfn7gvHreLQBvTGi949ENOvH+OFqpuxU+f+ZS5K7btcj+Py8Ufzzk4+vzqb+0FxK+cRWjKY/emcCYiIiIinRIKV8l+PmkvivK8uF1tT2v8fG05AA0KZ3H9t3Q95z08L+5roZiKpMs0fS3SIKS+jTXPIo1bpHtSK30RERER6ZRQuBrjNk5a8LgM/gSClz9gIf5tUz1SntdNbZwpibFCMZWvQeFpjO9d9002VdSzobwWgLpA03PEVss2V9QzuCgvWUOWJFM4ExEREZFOCYa//LvCpRyP28XG8jreWLSxxb4zvtgQfazKWVP5vkTCmfP7vrsVRqc0lvTNp6RvPrMWNwDw82c/oyDHHT0m9v4/febdm8KZiIiIiHRKZAajK1w565fv5d2vqrnsyU/aPC6R6lpPEkzgfrBI5ezUg4ewW1Fuk9cO2qOISaMHUtNsrbNVW6uijxu0SHW3pnAmIiIiIp0SndYY7mZw55kH8qOjR8bd9/YZi5m3cjugoBArEAxFF5JuS/MppLEGFubyyEWHttj+xNwybn5pEQBLNlRw1Kjizg1WUkbhTEREREQ6JTqtMRwY8nxu9t+9KO6+T1x6GH/53zL+/L/lqpzFSHS6YTDU9LNORK6ncYrj7TOWtBqcJf3UrVFEREREOiXUjsDg87jYLxzcdP9To7bWhYsV2c3VvFVjG3rlNq3HhBK8lnQ9hTMRERER6ZTId313goHBF275rmmNjeIFpniVxcYgnPi5J+4zgMuOGckhw/oC8PX2mo4NUlJO4UxEREREOiU61S7BxOB1OV9BF66vSNmYMk28yllVXaDFtsb7+xJPZ/k+D1NPHs1N3xkDwBNzV3dwlJJqCmciIiIi0iltNamIJ1IRuunFhSkbU6aJVzmrjBPOIvf3mXbccxZx8B59AFi3U5Wz7krhTEREREQ6JWTbN9VO95q1FK9yVlHXsntjpNt+okG4ueP2Hchna3Z26NhkqW0IcvKf5vDOl5vTOo7uSOFMRERERDolEHQSg8ed2FfLyP7SKDI19KfHjeLbYwYBUFXfsnIWCXEJftQtfGOPPmyqqKduF4tdp9KG8loWb6jg4sc+3uW+O6obuHZ6KZVxgmo2UjgTERERkU6JVMK87sSqOZPGDATgqFH9UzamTBMJZyMHFHDVcaOAVqY1RoKwq2Nf44f0yQNgQ3ldh45PhvqYRjCjb3qNdTtrW933dzOXMP2TtcxavKkrhpZ2WudMRERERDolUgnzJljOyfG4GT24N3lefRWNWL65CnCWIyjM9QLErRb5Q06w8SQYhJvbva8Tzp796GtGFBd06Byd5Y+ZwlnrD/LF2nJ2D4fG5iKfQZ7XHff1bKM/ESIiIiLSKU9/6HT/qw8kPlWuwOempqFlZain+tET8wGnIlYYXpcsXuUs0MnK2Z4DeuFzu3jo3ZUdHGnyxZu+GRHJcR1pgJKJFM5ERERHLVlCAAAgAElEQVREpFMirdk3V9QnfEx+jofy2p5xH9GuxK5n5naZaDiLF1oi+3a0cjagMIf5N02iuo1AlEq3v7KEGV9saLLt3a+2cPyYQRTleVvsH2mA0p513TKZwpmIiIiIdLkCn5sNbdxr1JPEBqUBhTnkeNz4PC5eW7iRTRVN7w2LLCDt6URa6Z3rpXduyyDUFfrkt7zuy6XrGViYw43hddhi2U4sHZCJFM5EREREJCnyfYnfF5Tv81DT0Po0yEfmrKRPvo+zDilJxtC6tdjpi0P65AJwzF7FfLJ6B2t3NK5J1hAIUR3+zBLtjNnd5MbcO/butd/kmHveBuB/X26OG87eWuq0248s15DtFM5EREREpMNejZmiNvnQoQkfV5DjZlNFHd/72wdxX/9k9Q6AHhHOtlY1TgcdWOiEs0cuOrTFfm8t2cQPH3fuTfNm6Dy/XG9jqMzPaQxqu8pe8RbpzkaZGblFREREpFu48ukF0cc+T+JfLU/afzBH7NmfPK877q+e5O2ljYsxu9sIXbGfS6ZWzmKrpXleN+eN3wOAkr7xuzVGxFukOxupciYiIiIiHVJe0/GGHkfs2Z8j9mx9nbObX1rIf0vXd/j8meT5T9ay96Be/PGcg9vcLy9m2mh7ppB2J98bW8Jj75cBzhTHO888kAWrd5LvcxMIhvjJPxdw+bF7MnZo3ybH9ZRpjZkZuUVEREQk7XbUNABw79kHserOk5N67jyfO3p/VTYLhSybKus5fswg9t+9qM19Rw3sFX2cl6HhLDZURqqEHrchGLKs3VHL64s2cfE/Pmpx3Cufb+Caf33WZeNMF4UzEREREemQyFQzr9skvZtentdNQyBEMMuns+2oaSAYshT3ytnlvoUxHRYLfJk5AS7e1FePy+APWrZVO/fexU7ZjOw/a/Em/r1gXdcMMo0UzkRERESE1xZu5J7Xl7brmMhUs44uiNwWb/gLeiAU2sWemW1rlVN9TCScQWO1aUBhYvt3N74498p53C4CoRBbKp1wFntvXfPpmzbLpzdmZuQWERERkaS64qlPALj2hH0TPiYQdL4ot9XEoqMi63hle+UsEkgSDVtvXnMsffO9KfnMu4I3XjgLV842hz+L2I6OuR430HhvY30g1KQdf7ZROBMRERGRDokEp84siNyaSPjI9i59kTb6iVbORhQXpHI4KRdpn3/5MSOj27xuF7X+IBvK66LPI/zBppXTer/CmYiIiIhIC5Eph2536ipnkepctoqEs0ydptheOR43S247sUl1zOdx8f6KrXz6tbO2XXVD46LcDc3DWSAIeMlWCmciIiIiPdjLpet5a8mm6PNQyOJKsBIWqZy5k9wMBBqbQmT7PWdbKuvxuV30zu05X8ubd5r88cQ9o50o567YxpodNdHX/MEQxjQuUl3nz+6fh57zUyAiIiIiLVz9zKdNntcHQgm3aQ+kcFpjj7nnrKqe4l6+pHe7zCTjhvdj3PB+ANz92lL+/u5KrLUY49yLVpTnZWd4Tb26QHYvr6BujSIiIiI9VG2cdcTq/Il/+Q2FUtcQxN1jpjU29JgpjYkozPUSCFlq/UGCIUswZOmT1ziNsT0/n5lI4UxERESkh4qsKxWrPpD4tLFo5SwV95y5e0ZDkG1V9fRPsBlIT9A33wliO2r80WYgvZuEs+ye1qhwJiIiItJDbQuvsRWrPZWJyJdndwrWOYusnda8W182Wb2tOtwaXl/JIyJB9UePz4/+Q0HsWmc1Mc1CspF+EkRERER6qEinwFjtqZw1hPfN8ST/K2WvcIOMyrrs/DL+wfKtHHvPOyzfXIWrB99v1ly/Ah8ASzZURLs3Fvga22RU12tao4iIiIhkoc5WziJtzn0pCGdF4alsFXX+XeyZmZZtroo+ztQFpVOhuJcv+nh+WTic5cSGs+wM6xEKZyIiIiI9VHWcKWIfl20HwFpL6ZqdbR5f709d5ax3bjic1WZnOIsNZKlYiiBTRSpnAKVrnZ+/gpzGaY3q1tiMMaavMWamMWa+MeahVAxKRERERFIv3hTG22cswVrLCwvWcdpf3+f1RRtbPf695VuB1FTOeuc51ZJsDWexyw8kuq5cT9ArpkoWqezGTmtsaMe020zUkT9JFwBPW2vHAYXGmHFJHpOIiIiIdIHWvuhW1AZYscWZdrdsU2Wrx79cuh5o+uU5WaKVsyy95yy2B2Uq1onLVMYYyu46hYNKilgbXow6tlujP8uXVuhIONsG7G+M6QPsAaxJ7pBEREREpCvUtzJFrLzWj8/tfE1sLcBZaxlRXED/Al+Te4KSJdfrJsfjytrK2YadtdHHqpy1tO9uvamoC+Bzuzh27wEcP2YQoMpZPO8Bw4CrgSXA9uY7GGMuC097nL9ly5ZODlFEREREUqHeH8LrNnz3oCFAYzOGhmAoOlXxz/9bzoJw17xYT3/4Nau2VjN6cO+Uja93npft1S2blmSDNTsaw5nuOWvpru8dwNLfnsii207goD368PCF43C7TFYvrQDQkX/m+A1whbW2whhzDXAJ8PfYHay1f49sGzduXHbXHkVEREQy0NaqepZtrqJXjodp532Daed9g9cWbuCKpxbgD4aatNl/cu5qxg7t2+T4Fz9dB6S2kjGiuKBJV8NsEpmyB1CV5R0IO8IYQ67X3WSb1234dM0OHv+grNXjinvlcMqBg1M8utTpSDjrCxxgjJkHHAa8mdwhiYiIiEiqffPed1qsIeZ1Ny78/H642UfkeXM7apyK1tD++SkbY2GOh00NdSk7fzqtjamc/efTddw3+eA0jiYzDO2Xz/vLt/H+8m2t7nPwHn16XDi7E3gMZ2rjXOCZpI5IRERERFIu3uLO3pj7zDaWN4aiQJwmDN8aPYgVW1Zyw8mjUzZGt8vEvXamC4UsGyuyM3Sm0is/PXqXVcZMXzOu3eHMWvsRsF8KxiIiIiIiaRS5z+zl0vVNuiTGWw8tFLIU+Nz0jVmXKtk8bkMwlH3hrC4QxGbf20o5n8dFP0/qft66Ay1CLSIiItIDfXOfAS22RdrXPzF3dZPtn6xu2RCkuiFIXgpa6Mdyu1xZFc4+WLGVT1bvoLq+aZfMW747Jk0jku4mtX+iRERERKRbCoRDz48mjIhuGz24kOcuO5zKugDPzV/DL7+9NyfeP4eahpYt92saAhTkuFtsTyaPy0THmQ2+//CHALz286ObbB8zpCgdw5FuSOFMREREpAfyB0OMH96PG7/TWLUxxnDYyP4ATAqvK9Un38vOmpZrjVXXB8lPeeUsO6c1nvHXD5o8z/elNuRK5tC0RhEREZEe5sl5q5m3cjse966bJ1x4+DBcBgLNOjbWNAQoSHGocCpnyWnVb7vRTV61fqcSObgot8nvIgpnIiIiIj3Ip1/v4KYXFwKJdbYbVJRLyMLWqqaLQVc3BMnPyYzK2aaKOkZMmcnzn6xNwqiS59ZT92P2tRPp3ysn3UORbkLTGkVERER6kL++vTz6ONI6vy279XaqOifc/y6ecJizwPbqBk4/eEhKxhjhdhmq6gP8+a1lnTrPkg0VgNOF8qxDSpIxtKToleNhWP+CdA9DuhGFMxEREZEe5M0lm6OPE6lKHT6yP5cfM7JJO/2QhdqGID+ftFdKxhix18Be1PlD/HHWV0k537tfbWHJhgpGD+6dlPN1VmTpApEIhTMRERGRHqL5fVfrd9bu8piCHA9TUrjQdFsuOGI43z9sWKfPUx8IMubm1wH4Ym15twlniVQupWdROBMRERHpAbZU1vPY+6uabFuzoyZNo0lcIvfF7Uqet7FxSXeqVnWnsUj3oHAmIiIi0gNc98Ln/G/p5ibb6vzJ6YTY3RnTGPC2VTdQVR+gV4qbmSRC4Uya00+EiIiISA+QyBTGbPaLSXsD8NtXFnPwrW90+fXj3d/n07RGaUY/ESIiIiI9QHlty4Wke5KLjmy8dy2QhoWtGwItq5Q5qpxJM/qJEBEREekBtlbVRx8P65+fxpGkR/PmG3XhhaC7SkN4Ee/vHzY0uk3TGqU5/USIiIiI9AD+YGO16I/nHJzGkaRH83C2sbyuS6/vD4ez2Hvdcjzu1naXHir9d0KKiIiISJc6YPcibjttPw4Z1jfdQ+kyXnfTro/rd9YyvLjrFoCOTGss8DV+/c7zKZxJUwpnIiIiIj2Mz+PiwiOGp3sYXSq2YyPA+nDl7H9LN2GM4Zv7DEzp9SOVs+JCH4W5nh4VjCVxCmciIiIi0uNsqnDC2aX/Nx+AsrtOSen1IuGsd66X0pu/jSsJ67dJ9tE9ZyIiIiLS49R3cUOQ+vC0Rq/bpWAmrVI4ExEREclyoTS0ju/u/F38mUQasvg8CmbSOoUzERERkSwXaeMujQJxPpNQyHLBox/yzpebk369yLRGn1tNQKR1CmciIiIiWa7er3DWXEMgxJ5TZzbZVlkXYM6yrVz6fx8n/Xr+6LRGVc6kdQpnIiIiIlmuPti191d1V5cdM5KBhTkArNtZS7DZ1Mbpn6wBIBUzHuvDlTOvFp6WNuinQ0RERCTL/faVJdHH156wTxpHkl5TTx7NRzdMYlDvHFZuqW7yWn0gyO0zlrRyZOdFKmc+t75+S+vUSl9EREQki63ZXsN/S9cDcO/ZB3HWISVpHlH6eVwuvt5e02Tb71/9MqXXjHRr9KlyJm3QT4eIiIhIFlu0viL6+KCSojSOpPs4YPcijIGRxQVEutov3lDeZJ/yWn9Sr/nL6aWA00pfpDWqnImIiIhkqS83VnLFU59EnysYOB684JDo4yPvfIv15XXRaY6nHDiYGZ9vYM32Gop2T16YbQhXzkJWyxpI6/QnVERERCRLVdU3rf5oSl1Lkai0ubIecKppAGt31LRyRPvFnmtAuCGJSDz6EyoiIiKSpXK9TdfUUuWspeaVrBHhcLZme23SrvHt+94F4PSDh9A715u080r20Z9QERERkSwVara8mToFtvTrE/Zt8rxfgY/CXA9rklg5q2lwljIoyNEdRdI2/QkVERERyVKBcDrbd7dCAPJ87rZ275G+d0gJFx85PPrc43KxR9981mxPTjirrg9EH/fKVTiTtuknRERERCRLRabsTTl5NEeM7K97zlpRkNMYWv2hEP17+Xj7yy2EQhZXpJ1jB73y+fro414+ffWWtulPqIiIiEiWCoanNXpcRsGsDT84bBjD++cDUF7jZ86yrQB8sGJbp8/9z4/WRB9rWqPsin5CRERERLJUZFqjy3Su+pPthvTJY+bPjuah2Ss5+YDBBEOWX04vpbKuc2udLVpfTumandHnvRTOZBf0TygiIiIiWSrSEMTjVjjblXyfh18cvzc+j4uD9nDWN/OHOrcm2YzPN+B1G+6bfBAA40f06/Q4JbspvouIiIhkKVXOOsbjcuoXwebtLttp9bYa9uiXzxnfKOGMb5QkY2iS5VQ5ExEREclSdX6nhbunk00tehp3+PPyBztXOasPBMn1qEOmJE7hTERERCRL/faVJQBU1gV2safEikwDDXZyWmN9IKRGLNIu+mkRERERyVIjigsAOGD3ojSPJLNEpjUGgp2b1rijpkFVS2kX3XMmIiIikqWG9s+neKOPonxvuoeSUSKBKtCJytmO6gYWrqtI1pCkh1DlTERERNIqGLKs21mb7mFkpcq6AIW5CmbtFZnWGOjEPWdPzF2drOFID6LKmYiIiKTVjS9+wTMfreHzW75NbwWJpKqo9dM7V1/32isyrXHR+nJmfrGhQ+d4Ym6Z8/ul45M0KukJ9KdVRERE0uqZj9YAsHprDQeU6N6oZKqs86ty1gE+j4vCHA8vfraeFz9b36lzHbP3gCSNSnoChTMRERHpFrbXNKR7CFmnoi7AbkW56R5GxnG7DG9fO5FtVR37mdxYUcdF//goyaOSnkDhTERERLqFnQpnSVdZ56cwR5WzjijulUNxr5wOHTu4jwKxdIwagoiIiEjaWNvYcKGi1p/GkWSnitoAhbrnrMsV5ugzl45ROBMREZG0aYhZR2pnjcJZMm2prKfWH6R3nipnXc0Yp9uj1601zqR9FOtFREQkber8jeHsD7O+oqLOzw2njEnjiLJDQyDEob97E0CVszR54cojGNRb0xulfVQ5ExERkbQpb1Yte3jOKpZvrkrTaLLHss2V0cd9tAB1WhwyrB8lffPTPQzJMApnIiIikjbxOjT+4rnP0jCS7NIQaKxI5nlVORPJFApnIiIikjaB8D1nj11yaLQzXq5XX086qz4mnI0a2CuNIxGR9tDffiIiIpI2gZDTrTHH42L+jZMYP7wfHpe+nnRWpHJ2++n7K5yJZBD97SciIiJpsWRDBbe8vAggGsi8HoM/poOjdMymijoADiwpSvNIRKQ9FM5ERER6uIXrynlkzsouv+4Fj37I0o1O4wp3+BuJ1+1SOEuCJ+auBiDH407zSESkPRTOREREergzH/iA22csYXNlHRf94yN+/PQnXXLdYKhxAWp3pHLmdtEQbNxe5w+yraq+S8aTTY4aVQzA3oM0pVEkk3S4fY8x5gHgVWvtf5M4HhEREUmT8b97q0uvtyOmjb7H5SzW63O7WLG5ihPuexeAVVur8boN7113HH0LfF06vkxmjLMAcmQxZBHJDB2qnBljjgZ2UzATERHJfL3SsEhxVX2gyXNXOEScPa6E4/YdyIjiAkYUF4CB6oYgy7dk39pnVfUB7pi5hDp/MOnnDoYsbpeCmUimafffxsYYL/AwMNMYc5q19qU4+1wGXAYwdOjQTg9SREREUifP2/K+pGv+9Rl/POfglF2zorbp4tMetxMkJu4zkIn7DIxuX7iunO9Me4/t1S3XQ8tE1lr+NX8N+w0p4jvT3gNgWP98fnDYsKReJxC0eNX1UiTjdORP7YXAYuBuYLwx5qfNd7DW/t1aO85aO27AgAGdHaOIiIikULx1xf69YB31geRXdCKqW6mcNReZyrgzzmLVmWj+6h1c98IX0WAG4E7B1MNAKITbrcqZSKbpSDj7BvB3a+1G4Cngm8kdkoiIiHSlPF/8jn419akLZyfc/26T555WpuD1zfcCcN0LX6RsLJ0RCIZ44J3lCYfHeBXAQUW5yR4WgZDVenEiGagjf2qXAyPDj8cBq5M3HBEREelq8aY1Qsv7wpLFWkukUeOQcDApbOW+t9ixrdlek5LxdMbsr7Zw92tf8rsZSxLaf1tVy3AWjOlO2Zqn5q3mtL++j7W73hec0Nha4BWR7qsjdwA/CvzDGHMu4AXOSu6QREREpCvl+eJ/HahpSE3lbNnmxuYefzv/EPr38tG/V07cfWO7De6s8bNHv5QMqcM+KtsOwPItVazYUsXI4oI2OyRO/U/LCmAgFH9dN2tt9Fw3vrgQgLU7atmjX36r569pCHDDfxbyn0/XsXufvITfh4h0D+2unFlrK621Z1trj7HWHmGtXZeKgYmIiEjXCIXiV2NSVTn7drhN/n2TD+KgPfpQ0rf1sAFwYEkRANUNqRlPR6zYUsXKLVU8NNtZvPvTr3fyrT/M5r5ZXyV0/Mo7Tua/V00AaLKuW8SNL37Bfr95HWttk26OD85e0eZ5XyndwH8+db6atTZdVUS6r67vnSsiIiLdxswvNvDe8q1xX2vetCPZBhclVtm544wD+M6091p0eEynb/1hdtztj71fxjXf3qfV4wYU5nDs3gNwuQy985yvYTM+X8/KmKUC7n9zWfTxZ2t2csYDH0Sfv710My991vq/i7+1dFP0cXEvrQsnkmkUzkRERHqwlXHWD7v5O2O47ZXF1KSgUhV7z1RBK9Mpm+ud6zQFqahLf+UsEAwx6oZXm2zL87qpDVe32lozriEQYmtVPUPC0w3798qhuJeP1xdt4vVFm+IeExvMfnvaftz00iJ+9uxnCY119z5tVyRFpPtROBMREenBAs2mNF5+7EgmjR7Eba8spioF3Rpj72MryEls2l1RXjictaNyVucP4nYZvO7kdizcFqfb4sgBBSxaX0HffC+bKuqorPNTGA6UsTZX1mFtYxOUXjkePr5hUpN9giHLqBteZa+BvfAHQ5Rtc5qgvPSToziwpIiJ+wzEH4x/j1rEgq938qvppRyxZ/+Ovk0RSROFMxERkR4s2CycfXvMbtHQ9O5XW2gItB0E2mPiPgOaBIteOYl9DYlUoyrqEg9n+970GgfsXsR/fzqhfYPchXit8O844wB+8/IifnDYUK59/nO+97cPmnSZ3FrVQEGOm63hTo2DYxp1NG8e4nEbyu46BYDz/j6Psm01/Pm8b3DQHn0A2mwGEjGiuICRAwr4RvgYEckcCmciIiI9WCSc/frEfbj4yOHk+zz4gyH65Ht5uXQ9L5euT9q1zhu/B2cdskf0eX6C4cztMhTmeChv5z1nX6wrb9f+iWgezh65cBwH7dGHF39yFFX1AWZ/taVFI5XStU3Hsc+gwoSudetp+3H3a1/yrX0HtmuMxhjGDu3brmNEpHtQOBMREenBgiFLrtfFjyeOim7zul18cP1xVCbxHq+zHvyA6vpg9D62M76xe8KVM4DeeV4qahMbT2sh7uwHP+Djsh18NPVbDOzdsYWft1bVA3DxkcO55dT9mrzWK8fDX74/tsUxw6+fEX38+S3fjt5Dtyt7DyrkkYvGdWicIpKZFM5ERER6sEDI4nG1vC8r3+chP8GGHYkIhWDW4k2cdvAQAC45ani7ji/M9bB0YwXPfPT1LvddvL4i+jiyVlh5rZ+Py3YA8MKCdVw5cc92XT8iUjn72bf2SviYSaMHsbmyjttP3z/hYCYiPZPCmYiISA+2vbohJV0Zm1u3sxaApRsrAfB52teoY0RxAa8u3MiUf7dcxLnN46bM5KfHjeLpDxtD3QPvLOeUAwYztH/7uxnuqPFjTGOTkkSo+iUiiVI4ExERyRKPvb+K+at38Nc4U+taE1mwuKvM/nILAL52dlGcdt43og01duWzNTu44qkFjcf+b3n08QWHD+PJeav57YzFPHxh+0NTTX2APK8bl8vsemcRkXZKbn9ZERERSZtb/7uYGZ9vaLKWWHezZKMz5bC9lTOP28VuRbkJ/Tpx/8HMvProFufwuV385rtj8HlcHV5gu8YfJN+X2BIAIiLtpcqZiIhIlvEHLT7Pris7oVDXhbgnfzieCx79iMq6QLunBXbEmCG9W2ybO+U4PG4Xhw7vS9nWGv7yv2XR147bd1DcY/zBEIvWV/D4B2WcdvAQahuC5CmciUiKKJyJiIhkmYZgKKHK1PYaZ5rgjzvYHKM9jt5rAIOLctlQXseBuxfFXaQ51fr3ygFgzODevL98G/e+8VX0tc/W7OSRiw5tccyl//cxc5ZtBZwpoMW9cijpm9diPxGRZFA4ExERyTINgRDk7Hq/VVurATiwpCjFI3JEFqA+alRxl1zvr98fy3vLt/DMR2s4LmatsBtOGcOvT9w3+vx7f/uAN5dsJhiyuMP3kv1uxmIenrOqxTm3VtWzz269Uj94EemRFM5ERESyTEMgtMt9vtpUydkPzgXo8Jpf7RVp6DFhr64JZ6ccOJhTDhzMJUeNYFizzozemIYkn4cXif7x059w4yljWLm1Om4wizjt4N1TM2AR6fEUzkRERDLcsk2VHH/fu9HniYSzL8KBBGBQF4WziLFD+3bp9fYeVNjm66/8dALfmfYery/axOuLNrV4/eWrjqJPno+H56xkc2Ud3z1wSKqGKiI9nMKZiIhIhnti7uomzxuCwV0e0xBsDHADeiUwBzIJnvzheNbvrCXX270aauy/exFv/fJYvvWH2XFfH9ovnz75Pn57+v5dPDIR6WkUzkRERDLcZ2t2Nnlev4vK2f1vfsX9bzZ2KmxvW/uOOnqvAV1ynY7Yc0Avpp68L+W1fv769goAvnuQ052xdxqal4hIz6RwJiIikuG+WFfe5PmupjXGBjNpdNkxe1JdH+CJD1ZzxcQ9+ck3R6V7SCLSwyiciYiIZLB4C063Fc6CzdY2e+uXxyZ9TJmsIMfD57d8G2N2vU6ciEiydc08BhEREUmJeFMYY+8na666IdDk+Z4D1Ba+OQUzEUkXhTMREZEMVu+PE87aqJwFgi0rbSIi0j0onImIiGSwWn/LzoxthbNE2uyLiEh6KJyJiIhksObTFKHtaY0KZyIi3ZfCmYiISAarrGsZztpqpR+7BlrffLWIFxHpTtStUUREJINVxQlnbVXH6sL3qF1w+DCumLhnysYlIiLtp8qZiIhIBqus87fY1lY4q6p3wtxJ++/G7n3yUjYuERFpP1XOREREMlhkWuPDF46jKM/LOQ/N5V/z1zB/9fa4+2+uqAegMFdTGkVEuhuFMxERkQxWEa6cjR/Rj965Ho4fM4iyrdUs21TV6jGHDu/LiAEFXTVEERFJkMKZiIhIBotMU+yV48EYw8MXjkvziEREpKN0z5mIiEgGq6wLUOBz43aZdA9FREQ6SeFMREQkg1XW+XX/mIhIllA4ExERyWCVdQF65eouBRGRbKBwJiIiksGq6gP0ylE4ExHJBgpnIiIiGazOHyTXq/+di4hkA/1tLiIiksH8QYvXrf+di4hkA/1tLiIiksECoZDCmYhIltDf5iIiIhnqP5+uZeG6CtREX0QkOyiciYiIZCBrLb94rhSAz9eVp3k0IiKSDGrvJCIikmE2VdSxeH1F9HldQzCNoxERkWRROBMREckw3532Hpsr6xs3aF6jiEhW0LRGERGRDNMkmKFsJiKSLRTOREREMpzLpXgmIpINFM5EREQynKKZiEh2UDgTERHJcMYonomIZAOFMxERkQynaCYikh3UrVEkCerq6li2bBnr1q0jEAikezgisgsej4eBAwey995706tXr3QPp9NUOBMRyQ4KZyKdtG3bNp5//nmGDBnCsGHD8Pl86R6SiOxCIBBg7dq1zJs3j1NPPZWSkpJ0D6mTlM5ERLKBwplIJ7366qsceeSRHHDAAekeigQUUfIAACAASURBVIi0w/7778/q1at55ZVXuOyyy3C5MnemvypnIiLZIXP/TyTSDZSXl1NZWcl+++2X7qGISAcMGzaMXr16sW7dunQPpVNuPGV0uocgIiJJoMqZSCeUl5dTXFyc0f/iLtLTFRcXU15ezh577JHuoSRka1XTBag/uP44hvTJS9NoREQkmfSNUqQTQqFQtwxm5eXl6R5ChwUCAay1cbeLpILL5SIUCqV7GAn7cmNlk+duLUAtIpI1ut+3SpEeasOGDdxyyy1xX3O73dTX18d9DeDee+9lypQp0eeTJk3innvuafN61dXVLF26tMm2+fPnU1lZ2coRjQKBAF999dUu9+uIqVOnctVVVzXZNmfOHCZOnNiugDZr1iy2b9+e7OFlpN122401a9YktO/OnTv529/+BkB+fj61tbXcfffd7Ny5k1tvvZWHHnoolUOVBPTO9TZ5rnAmIpI9FM5EUmTdunXk5OQwYcKE6C+Xy9XieUNDAwA5OTk8/vjjTJs2rcW5PB4POTk5rV4rPz8/+vqmTZtYsGABJ5xwQpvje/311znppJOi129oaOCkk07i3XffbbFvXV0dfr8/+nzZsmWMHTuWqqqq6LaGhgZqa2vbvOauzJkzh2nTpvH6668zZswY9tprL6ZPn86UKVNYtWoVY8aM4cADD2TUqFG88847rZ6noaGBc889l4ULF3ZqPNkiNzcXr9f5Qn/ccccxa9YswAnZM2bMaBK0fT4fDz74IO+++y4+n4+dO3fy6KOP0rt3bz788EP69u2blvcgjZo3/3CrG4iISNbocDgzxgwyxnyazMGIZBOfz0dRURF33XVX9JfX623xPPKluV+/fvzrX//i17/+NfPnz29yLhPny9fWrVujFabYqZXPPPMM+++/PwceeGB0m9/vj4ar+vp6gsEgZ555JuPHj2flypUAvPjiixx00EGccsophEKhJpW6n//854wfP56jjjqKCRMmcNppp3HwwQdz4oknRoPm4YcfzuWXX97hz+ujjz7ijDPO4J133uHmm29m0qRJLFu2jJUrV1JUVMTq1avZvn07CxYsYPny5UycOJEvvviCwsJCRo4cyZAhQxgwYACvvfYaTz/9NNZarrnmGsaNG4fP5+PTT5v+dRUKhTj88MN58skno9sWL17Mcccdx+DBgxk/fjwffvhhk2O++OKLdnXlnD59OsOHD2ePPfbg0UcfbfH6zJkzGT16dDQgz5gxg8GDB0f3ff/991mxYkXC10uEz+dj2rRp/OAHP+C8885jzpw5bNiwIfp6VVUVU6ZMwRiD2+2mtLSUCy64gC1btjB37lwmTJjQ4pwffPABeXl57Lbbbuy2225xG+Rs2bKFgQMHUlZWtssx/ulPf2Lo0KEMHDiQH/3oR9TV1UVf+9vf/sakSZM488wz+f/snXdYFFf3xz+7FBEFRAGxoKgIBrEX1GjEgooNfY2F1xK7vBGNiTGiUdEYGzF2gxo1FqxRo7FiiViIRhEbRsQCoYmgSC/b7u8PwsQVUGJJ1N98nmeeZ++dOzNn7i7LnD3nfs/58+eBf2be3iQ0Ov20XwMD2TmTkZGReVd4GUGQhYC8AllGphiEEGg0Gr3UQZ1OV6j9JM2aNWPt2rW4uLg89/wqlYq9e/eyYsUKvf7vv/+elJQU7O3t0Wg0JCcnY2VlxYQJE5g0aRKtW7cmKSkJAwMDlEol3bt31zvewcEBrVZLTk4OiYmJAIwfP547d+7Qs2dPMjMzadiwIVOmTKFixYq4uLhgYmLCokWL6NGjx9+epwKqVq1KQEAArq6umJmZcePGDSA//XLlypUYGhri5eVFamoqVlZWAJiZmdGkSRNGjhzJnTt3iIuLIyMjAz8/PywtLQkODiYkJITVq1fTqFEjvestW7YMExMTBg8eDOS/XwMHDuTTTz9lyJAh7N+/n86dOxMXF0fZsmUJCwvjww8/LPHapMjISIYOHcovv/yCs7Mz77//Pq6urtJ7m5GRgbe3Nxs3bpRq461bt44tW7YwadIkRowYwalTp5g6deoLz+n8+fPZtGkTCQkJtGnThs8//xyAMWPG0K1bN2lceHg4ly9fplGjRuzbt4+NGzdy69YtUlJSWLhwIVqtlrS0NNLS0ujUqRMAWq2WsWPH4uPjw6VLl5gwYQLz5s0r1pbRo0eTnJz8XJsjIiIICAggPDwcY2NjevfuzfLly5k0aRIbN25k+/btrFmzhsuXL9O1a1fi4uJe+by96Wifcs5MjQz+JUtkZGRkZF41L+ScKRSK9kAWkPhqzZGReXdQq9VkZWURGBgo9Wm12kJttVpNdnY2jx8/RqFQ0LlzZwwNDdFqtRgYFH7oKoiAKZVKDA31/4SDgoJISEjg/PnzODk5cfHiRaZMmcLx48elMRcvXpRer1q1Ck9PTypVqsSdO3cICwujV69ehQppGxgYMH36dFJTUwkMDKRfv34oFAp69epFYGAg+/bt48aNG/Tt2/eF56ty5cqEhIRw8uRJKRLo4+PDmjVr9NaO+fn5kZeXx9q1awvdP8CVK1fw8fGhQoUK9OvXj6SkJI4cOaI3JioqilmzZhESEiL1hYeHk5iYyJAhQwDo0aMHxsbG3Lp1iyZNmrB48WKWLl3KuHHjSnQ/P/74I126dMHV1RWAYcOGsXPnTsk5mzx5Mm3atKFdu3bSMWlpaVSrVo3U1FQiIyNxcnIq0bWKY+LEiUyaNIlatWoRHBxMxYoV2b9/P2fOnKFMmTJA/mdw0aJFODg40KhRI0aNGkXlypWZMWMGarWaVq1a0b9/fzZv3szQoUNZv349P/74I7/88gve3t5A/meqV69exdqxYcMG6d6eR3h4OPXr18fc3ByA1q1b88cffwD5aZjff/89jo6OODk5MXbsWO7fv//K5+1N52nnzNBAXqEgIyMj867wt50zhUJhDEwHegN7ixkzGhgNlOifsYzMu0iVKlXIy8vj6tWrTJkyhWrVqrF79260Wi0zZ87k0qVLZGdnY2xszIEDB1i8eDHJycm0aNGCRo0asWjRIinlUaVS4eDgAORH22bNmoW7u7ve9YQQTJ06la5duzJ06FDOnTvHvXv3sLe3L2RbfHw83t7exMfH4+joSKVKlXj06BHbtm3jk08+wcvLi+HDh0uOhJOTEyEhIeh0OgIDA4mIiGD16tUcOnSIBg0aUKZMGRo2bCjZ+6L069cP0E/TDAwMZNCgQXrjnky5vHjxInfv3iUvLw+NRsOePXto27YtP/zwAydPnqRly5ZkZGRI0TaAcePGUaZMGXx9fXFycmLq1KkolUqysrLIzs7G1NSUuLg4UlJSqFixIgCbNm2SnISSEBMTQ5MmTaR2zZo12bp1K5Cfwrlq1So6dOjAhx9+yNChQ+nevTuWlpbcuXOH8uXLs3fvXiZOnPg3Zq8wT74fN27cIC0tjS+//JJdu3axd+9fX9/NmjVjwoQJAMyaNYsjR45w+PBhHB0d6dGjB76+voSFhUkpnQkJCVSuXFlyji9cuMD58+cZNWoUVatWZeXKlVL6Y0xMDDNnzuTMmTO0adPmuTY3aNCAjz/+mBs3blCuXDm2bduGv78/ACNGjADy3//vvvsOR0dHatasWaJ5s7W15eLFi2+NXP6z0DwRvW1T2+oZI2VkZGRk3jqEEH9rA2YAff98Hfy88U2aNBEyMu8qUVFRYteuXcXuHzFihChdurSoW7eu+OCDD4SxsbFwcHAQ/v7+IiwsrND4H374QYwaNapQf6lSpQr13b9/X1SvXl0IIURAQICYMWOGOHDggMjJyRGWlpYiJSVFfPrpp2Lt2rXSMRqNRkycOFFUrVpVrFq1Smi12iLv6eOPPxajR4+W+vLy8sTMmTPFggULxPXr10Xbtm3FtWvXxLx588SwYcOEv7+/6NChg4iLi9M718SJEwUgoqKiip2jp2nevLlo0qSJtBkaGuq127RpI42NjY0Vbdu2FZs3bxZ+fn5ixIgRwtfXV7i4uAgvLy9x//59sWnTJlGrVi3x3nvviaioKHHhwgUBCF9fX7F//37RuXNn0aZNG6HT6UTz5s3FBx98IObNmyecnJxE+/btC81NwZw/j5EjR4qVK1dK7WPHjolOnToJIYTo2rWreO+998SuXbvEihUrhKmpqTh+/LgICgoS1atXF4sWLRI+Pj6idu3aYsGCBSWeu6e5f/++CAgIEGXLlhUtW7YUV69eFcOGDRN169bV29zc3KRj4uLihEqlEv7+/sLf318IIcSvv/4q+vbtK2rUqCG0Wq2YMGGC2LZtmxBCCLVaLT766CMREREhhBBi06ZNolq1akKj0QidTifatWsntm7dKoQQonr16iX6LAwaNEi4uLiIBg0aiC5duojc3Fy9/T169BAGBgZiz549Qgjx0vMWFBQkrl69WuLx/zZnIpNF9ckHxIpfbosclebfNkdGRkZGpmSUyNd6kVyIjsBYhUIRDDRUKBRrX5GfKCPzzrF06VJu3LhBz549gfwo0LVr13B2dsbd3Z3Zs2frqSACJa6blp2djUaj4fTp05w/fx6FQkG3bt0wMTGhZ8+ebNq0iX379uHh4SEdY2BgQNu2balXrx5z587FyckJc3NzXFxcsLCwwMHBgfbt2xMbG6snmd6uXTsyMjLo27cvzZo1Izc3lw4dOhAWFsahQ4do2rQpvXr1YtGiRXo22tjY4OTk9LciauHh4Zw/f57Q0FBmzZqFUqmU2qGhoYXk/5+mQYMGuLu7c+3aNTp27MiCBQswMTFh8eLF2NvbExISQvPmzZk3bx7du3cnMDCQM2fO8OjRI44dO0afPn24c+cOt27dws/Pr8R2P02FChVITU2V2tnZ2VKaakhICN9++y19+vRh7NixDB06lJ9++olOnToRHR2NoaEharWa2bNn8/3337+wDf369eP333+ndOnS7Nmzh/r16xMfH8+KFSsIDw8nPDyc48ePS6IwAF9//TUuLi7MmDGD9evXU69ePUaOHMm2bdto2LAhISEhnD9/nhYtWgD5SqIbNmyQUgkHDx5MdnY2N2/eZOnSpVSqVAkvL68S27x161aMjY25fv06V65coVmzZowdO1ZvzM8//8y5c+cYOnQo8fHxr3ze3nQKImcta1XARF5vJiMjI/NO8bedMyHEB0IINyGEG3BFCDHy1ZslI/P2s27dOpydnalZsyb+/v4kJSUxbNgw2rZty3fffUe3bt345Zdf+OijjwodW+BwPYvQ0FAUCgXbt28vVLTZ29ubyZMn06BBAypXrqy3r0ePHlSqVImlS5fy008/8cEHHxAeHo67uzu7du1i06ZNemvOtFotO3bs4JtvvqFGjRqkpqayd+9edDodO3fu5Pr167Rr1w4fHx/mzZuHVquVjv3iiy+IiIigSpUqJZ63glpmERER+Pj4oNPpGD58OGlpaXz44YdUrVpVb3xaWhqRkZHExMTw4MEDbG1tcXBw4MMPP5QckLJly+Lo6AjkOxNPpnqamJhgYGCAmZkZ5ubmjB8/nkqVKuHp6ckHH3xQYruf5v3339crS/Dbb79RvXr1Im0oXbo05cqVA/5S01Sr1djY2LxU8e1ffvmFZcuWYWpqKvUpFArGjRsnqWx6enrqqYEGBASwdOlSunfvzs2bNxk3bhzt2rXDwMCAoUOHMnnyZDIzMyX74+Pj2b17t3R8wfpJAwMDdu7cydGjRyUVx9jYWJo1a8a+ffuKtfn06dN6gjgtW7bk7NmzAOzbt4+srCwgPxWzRo0a3Lp165XP25tOwZozWUJfRkZG5t3jpVYR/+mgycjIFIG7uzs7duxg2bJl7Nmzh5s3bwL5suOjRo1i1KhR0sPzk1y/fp1BgwbpyYcXRb9+/YiOjua7776jZcuWevuuXLmCRqNBoVAU+ZBalDR/cRw4cIAePXrQokULWrRoQdu2benWrRtpaWm0aNFCb1+rVq30xDf8/f2pU6cO8fHxJb7enj17OHHiBO7u7qxZswYLCwtsbW3x8PCgcePGBAUFSWML1CjT09MxNzcnKioKnU5XZPSx4J47d+7M6dOnuXfvHkIIFi5cyPvvvy/ViUtOTmbVqlXPLeL9PDp37kxERASLFy/m559/JiAgQIogdevWjfXr1yOEICYmhh07dtChQwcAduzYQb9+/bCwsCAlJUVPFObDDz+kXLlyJCQklMiGogRTAJYvX87Zs2c5e/ZskY5SUlISKSkptG/fnmnTpkmKnh4eHty8eRNPT09prJGREd7e3ly+fJmMjAymTJlC3bp1cXJy4tdffyU5OZnExEQSExOxs7Pj4sWLesc/Te3atdm2bRuXLl0iNDSUBQsWSGUhtm7dyhdffIFOp+Pq1av88ccfkgrns+btXUOtzY+cGcoS+jIyMjLvHC8jpS8jI/MM1Go1S5cu5fr165ID9mSEa/To0VhbW/P1119LQglRUVFERERw9OhRPTGJ4ih4AC0474MHD/Dz8yMoKIjQ0FACAgJo2bKlJCDyIoIdnp6ehR6mExMTcXFxeW50LykpiVu3bhVK3SyOyMhItm/fTlhYGAcPHqR+/foIIfD39+fgwYNMnDiRAwcO4O7uzpgxY0hLS8PBwYElS5YAMG/ePExNTRFCsGTJEjZs2ACgV8erdu3arFixgp49e5KYmIiTk5OegubMmTMZNmwYtWvXLpHNCxcuJDY2lqVLl+r1Gxsbc+zYMSZNmkRgYCCLFi2SInFLly7Fx8eHKlWqoNFo+PzzzyXVxszMTCpXroyXlxf/+c9/GDZsmHTOzMxM0tLSSizn/8cff3D16lWSk5OlaKgQgmHDhklqjUU570OGDMHR0ZExY8bg4+ODv78/dnZ2TJ48GU9PT9atW0eTJk3o3bs3NjY2rFy5Ek9PTzIzM2nTpg179+59bnrujh072LFjB3v27NHr//jjjwkPD6dz585kZGTQunVrFi9eDOQ7lcOHD5cicbt27ZKKYj9r3uDdEgRJzsyvi2dVtvjC9DIyMjIybyklXZz2opssCCLzLvMsQZD+/fuLBQsWCJVKJTIzM0WLFi2Evb29tF+j0YilS5eK5cuXS33Xrl0Tly9fLnQupVJZSBThSRYtWiTGjBkj6tSpI4YPHy5SU1OlfYGBgcLFxUWcO3dOzJ07V1haWgoLCwthZWUlrK2thYWFhahYsaKwsLAQ1tbWUp+5ubmYNGlSkdeLiYkRZcuWfe78/B3S09NFly5dxLx58/Tu1cjISHqt0WjE7t27ha+vr9DpdEKtVuvdawELFy4Ufn5+UtvV1VUSrHib0el0on79+s/8LDzJ2bNnhbm5ufDy8pL62rVrJ06ePCm179+/LypVqiS1jx8/LlxdXUXv3r3FrVu3hBBC7Ny5U1SrVk0EBAQIIYQICQkRFStWfKYYzpvGuHHjhFqtLnLf2yYIsuKX26L65AOyGIiMjIzM20WJfCeFeGqtyqumadOmIjQ09LVeQ0bm3yI6OppLly7Rp0+f544NDQ3F0dFRqt/0OlCpVIVqlP1/JC8vDyEEJiYm/7Ypr5SNGzei0WgkSfnXQWZmJo8ePZLWx0H+ur7c3FyprABASkoK5cuXf212vGpOnjypV1PuSQrWxRWkT77pLD1+m8XHI7k3tytKpZzaKCMjI/OWUKIvbDmtUUbmH6Jp06av/RqyY5ZPwfqxd42ixGNeNWXLlqVs2bJ6fRYWFlhYWOj1vU2OGVCsY/Y2otbqUCqQHTMZGRmZd5CXEgSRkZF5M0lLS/u3TXhhNBpNIfXJgn4ZGRlQ63QYGsj/vmVkZGTeReRvdxmZ18y5c+f47LPPyMjIKNF4lUr1t6+xcOFCpkyZIrU7duz4XLXBrKysQjXDQkNDS2SnRqMhMjLyb9tZEqZOnYqPj49e35kzZ3Bzc/tbDtqxY8dISUl51ea9saxatepvpTtu2bKFmJgY/P39mTx5MteuXWP79u1kZWXRqFEjSbJe5s1DoxUYyVEzGRkZmXcS2TmTkXnNzJkzh/j4eMzMzEo0fu7cuYwcmV8+MCsrC4VCoVc7rChMTU2lVL4HDx4QFhZG586dn3lMUFAQHh4ekjOoUqnw8PDQq81VQG5urp7i4u3bt2ncuDGZmZlSn0qlIicnp0T3WBxnzpxh+fLlBAUF4ezsTO3atfnxxx+ZMmUKUVFRODs7U79+fRwcHAgODi72PCqVigEDBhAeHv5S9rxNmJiYSGqcp0+f5v3335f2Fcj1P4n4U7XR2NgYQ0NDNm7cSHZ2Njdu3CAvL09Sc5R589Bo5ciZjIyMzLuK/O0uI/MaOXToEEeOHCEiIoLWrVvj6upKo0aNaN26Na1atcLFxYXx48dL43NycvQiIAUOV4FkfkpKiiRf//DhQynC9KRs+bZt23BxcdETN1Cr1ZJzVVCs9z//+Q/Nmzfn3r17AOzdu5cGDRrQrVs3dDodeXl50vETJkygefPmvP/++1Lh4oYNG9KlSxepmHGLFi0YM2bMC8/VhQsX6N27N8HBwcyYMYOOHTty+/Zt7t27h4WFBX/88QcpKSmEhYVx584d3NzcuH79OmZmZtSsWZPKlStjbW3NkSNH2LJlC0IIPvvsM5o2bYqxsTGXL1/Wu97169epV6+eXp+Tk5Mk025ra4upqSlfffVVie9h6NChzJw5U2rPnj2bmjVrYmdnx6RJk1CpVOh0Otzd3WnWrJnk3G7cuPGF560ojI2NiYmJYejQoQwYMIAZM2aQmJhIenq6NKZRo0Z4enqSlpZGeno6Go2GevXqERISIpV2eJro6GgGDRqEm5sbM2fO1PuMPI+IiAhKly4ttYub64MHD1KpUiXWrVsHQEhICHfv3n3BmXg3UWkFRnKNMxkZGZl3ElkQREbmNfHw4UNGjBjBihUr8Pb2BmDXrl0EBgayd+/eIo9ZunQplSpVKlRUGvIjHWPGjCElJYUTJ06gUqnYu3cvK1as0Bv3/fffk5KSgr29vVSk2crKigkTJjBp0iRat25NUlISBgYGKJVKqcBwAQ4ODmi1WnJyckhMTARg/Pjx3Llzh549e5KZmUnDhg2ZMmUKFStWxMXFBRMTExYtWkSPHj1eeL6qVq1KQEAArq6umJmZcePGDSA/erhy5UoMDQ3x8vIiNTUVKysrAMzMzGjSpAkjR47kzp07xMXFkZGRgZ+fH5aWlgQHBxMSEsLq1aulYsUAYWFhfPjhh4Xqhd26dUt6rdFocHFx4cMPPyyR/Xv37mXjxo34+flJ7b1793Lp0iWMjIzo1q0bCxYswNPTE1NTU5ydnTl58iRVq1bVU0H8u2RnZ9OwYUOys7PJzs7m7NmzrF27Fjs7O9auXatXiHrHjh307t0bY2NjRowYgUaj4dKlS9SoUYMaNWowY8YMlEolly5dIiQkBMh37Atq1Xl4eDB16lRcXV3x9vamVKlSeum0xaHRaBg8eLBeYfXi5nratGls2bKFSZMmMWLECE6dOsXUqVNfeH7eRVQaHUZy5ExGRkbmnUR2zmRkXgPZ2dn07NmTJk2aSI7Z84iMjOSrr76iefPmhfYJIRg3bhyxsbEcO3YMyI+WPfngDfmpigkJCZw/fx4nJycuXrzIlClTOH78uDTm4sWL0utVq1bh6elJpUqVuHPnDmFhYfTq1auQ6qOBgQHTp08nNTWVwMBA+vXrh0KhoFevXgQGBrJv3z5u3LhB3759SzxHT1O5cmVCQkI4efKkFAn08fFhzZo1emvH/Pz8yMvLK+R4FHDlyhV8fHyoUKEC/fr1IykpiSNHjuiNWbx4MUuXLmXcuHHF2rN+/XpatWqFs7Pzc21PTk5mwoQJ9OvXT+rbvHkzo0ePlook9+/fn8OHD+Pm5ka5cuWwsLAgNTWVGzdu4Ovr+9xrFIepqSnXr19n27ZtnD9/Xip8npCQwIkTJ6Toa2xsLP/73/9o27Yttra2nDhxgj59+tCqVStq166NtbU106ZNw8bGhtu3b1OpSlXq13PhxIkTQH7h8bFjxzJ48GAAevfuzYULF0pk49dff03dunUprqzKk3OdlpZGtWrVSE1NJTIyEicnpxeem3eVqIeZ2Fma/ttmyMjIyMi8BmTnTEbmNWBgYIC3tzeNGjWifPny0gP+o0ePSEpKomXLlqhUKjIyMggJCZEiWP379ycqKqrQ+T766CPJMStu7ZoQgqlTp9K1a1eGDh3KuXPnuHfvHvb29oXGxsfH4+3tTXx8PI6OjlSqVIlHjx6xbds2PvnkE7y8vBg+fDguLi5AfgpaSEgIOp2OwMBAIiIiWL16NYcOHaJBgwaUKVOGhg0bSmueXpQC5+bJNM3AwEAGDRqkN+7JdLqLFy9y9+5d8vLy0Gg07Nmzh7Zt2/LDDz9w8uRJWrZsSUZGhhRtA9i0aRN//PFHsXbodDr8/f05dOhQiewePXo0n3/+OQ8fPpT6lEolSUlJUvvKlSvY2tpiaWnJo0ePMDMzIysri6pVq5boGs+iwAHLzs4mKCiIbt26MWrUKA4fPqxnz86dO7G1teXu3bv07NmTCRMmkJWVxYMHD0hISMDb2xuVSkVCQgLmVrY8fPgISysbAOzs7KQ02sjISNatW8ecOXOea1toaChbt27l0qVLRaZvPj3XlpaW3Llzh/Lly7N3714mTpz4t+dDrc2PiL6L0SWtTnDzfgb9m9n926bIyMjIyLwGZOdMRuY1UKpUKYYMGcKDBw8wNTXl7NmzQPFpjQ8fPmTUqFG0adNGL4pS4KgZGRkRFBT03DpmX331FR06dKBy5co8fvyY3377TS9FUqvVMnnyZHbs2MG0adMYNWqU5Ai5urry008/ER0dzTfffMPy5ctZvXo1kC+w8e2331K6dGkWLVqEj48PwcHBHDx4kNWrV/Pee+8xZcoUNm7cSJUqVaTrff7553z77bdERUUV6SQ+TatWrXB1ddUTQMnKytJTbzQ1NdUTLWnWrJlezadFVgAAIABJREFUWmNQUBDjxo2jXr16REVFcezYMdzd3TE2NubQoUPY29ujUDx7vc7PP/+Mk5MTjo6Oz7V5w4YN5OTkMHbsWGbNmiX1f/TRRwwYMAC1Ws39+/dZt24dp06dwtnZGYVCwZUrV7CxsSE0NJSFCxdy+PBhKlWq9NzrPY1Wq+XXX39lz549nDp1iurVq1O5cmW2bdtWaGzBZ6FWrVocPHiQihUr0qZNGw4fPoy1tTW9evViyJAhnDt3jsr2DlhaWqJQ6js4J06cYMCAATg5OeHm5vZM23Jzcxk6dCjr168v9keFp+d69OjRjB49mk8++YR79+7x3nvvMXLkSL744gsgf91bjRo1mDhxIgsXLizynClZ+SI3Fc3frSLkAInpueSotThWLJnAkIyMjIzM28W797OijMwbhFJZsj8xKysrJk2aJLVVKhWLFy+WhBnWrVtXyDHLzs5Go9Fw+vRpzp8/j0KhoFu3bpiYmNCzZ082bdrEvn378PDwkI4xMDCgbdu21KtXj7lz5+Lk5IS5uTkuLi5YWFjg4OBA+/btiY2NlRwzyC/gm5GRQd++fWnWrBm5ubl06NCBsLAwDh06RNOmTenVqxeLFi3Ss9HGxgYnJ6e/FVELDw/n/PnzhIaGMmvWLJRKpdQODQ0tJP//NA0aNMDd3Z1r167RsWNHFixYgImJCYsXLy6Rgwiwdu1ahg0b9txxMTExzJ49mx9++KGQw9e9e3eOHj2KWq0mJCSEdu3a0aZNG5RKJfv37+fw4cMYGxtz4cIFBg0axJ49e0pk29McPXqUcePGYWZmhpeXF7Nnz0atVmNlZUV4eLi0tW7dWhIgKRBUcXR05N69e7i7u1OjRg26d+/OxIkTOXDgAL/+eo5GTZuh0uivy+vQoQPx8fHY2dkxefLkZ9rm6+uLp6cnrVu3LnbM03PdqVMnoqOjMTQ0RK1WM3v2bL7//ntpv5GREU5OTtjY2LzIdL31PMzIjxpbm72bhdZlZGRk/r8jR85kZF4Da9euZdGiRRgZGZGVlUWLFi2AfLXFhw8fSm2dTkdOTg5ff/01np6e0vG+vr5cvnyZU6dOUadOnSKvERoaikKhYPv27YWKNnt7e+Pm5kbXrl2pXLmy3r4ePXqwd+9eRo8ejYODA76+vhw4cEASY8jMzGTJkiXSeK1Wy44dO6hSpQoKhYLU1FQeP36Mi4sLO3fuJDk5GWtra9q1a4dKpUKr1Urqkl988YUU8SgpBbXMIiIi8PHxQafTMXz4cJYvX86IESMKpQGmpaURGRlJXFwcycnJ2Nra4uDggLm5uaSc2KJFixJFwSA/9TQkJIQff/zxuWMPHDhASkqKJDZS4PxERkaydetWWrVqxXvvvceqVavYvHmz3rHbtm2jS5cuHD58mPLlyxMfH18i+57Gw8ODTp06sXnzZknJU6FQcPnyZT2n6O7du9LnzsHBgejoaFq1asXq1aupU6cOdevWxcPDgypVqpCWlsa3C+Yw+uNxqDQ6hBDExsYSExND69atMTY2pn///oWc8afZtWsXarVaUl4EsLW15dChQzRu3LjYuS5QFFWr1djY2OjVt6tSpcpzHfQCsvI0lCn1bv2bS8/NV10tZ/pyKcQyMjIyMm8m79Z/LRmZN4SRI0dKtcqe5HlqjQUsWLAAIyOjIosuHzlyhHr16tGvXz/69OmDgYEBq1atkpQVIX99k0ajQaFQoNFoCglnPCutL0+jJU+jQ63NV4Q7cOAAM2fOxNjYWDpOrVaTlpYmPewXoNFomDVrFt26dQPA39+f9evXc+LECb10x2exZ88eTpw4wciRI1m/fj1eXl7Y2tri4eFB9+7dCQgI0LtecnIy6enpmJubc+HCBXQ6XZERy+elMhZw8OBBWrZsqSf7Xhwff/wxH3/8sdQucAaflNP39/enV69eNGnSRM/u9PR0atSoQVpaGmlpaZQrVw7Id7o7duzIkCFDWLZsWYlsLnCGn6RRo0Z6teCeFqZJTk7GwcGB0aNHo1QqqVKlCuXLlwegb7/+zPSbQQf3zgggT6MjIyODnj17cv78eWrVqsXOnTv1aqkVRVxcnF5boVDofU6Lm+sdO3bQr18/YmJiSElJ0bu/+Ph4OnTowPDhw4t0/HVP/FCR+QqcM5VGR6OvjjKndz16NSrZZ/h1kpWX/51galz4PZeRkZGRefuRnTMZmX8QnU73zILSOl1+lKIgDbDAobh37x41a9ZEpVLx2Wef4ePjw8cffyw9tBZEzh48eICfnx9BQUGEhoYSEBBAy5YtmTVrFu7u7iVKL8zK0yCEICVLRUVzEzw9PfWiepCv3Ofi4iJFaoojKSlJkmEvCZGRkWzfvp2wsDAOHjxI/fr1EULg7+/PwYMHpZQ7d3d3xowZQ1paGg4ODlKkb968eZiamiKEYMmSJWzYsAGA+/fvl+j6AMePHy8yDc/W1paLFy9iZ1dyIYbY2FjWr1/P1atX9fpPnDhB7969sbCwoF69eqxatUpS4dRoNKSlpZGdnf23bD516pS0rksIwcWLFyVBF4CEhAQ9Z9ra2pqAgABmz55NWFgY9erVY/78+Tg7O7Nhww907OzB6I+8WPVDICZG5albty6LFi2iU6dOqFQqunXrJjmhCxcuJDY2lqVLl5bY5gK7i5rrzMxMKleujJeXF//5z3/00h4LpP2fFFt5Eq1OP4qsEwJlCR3zokjLUZOl0jJr/403xDnL//4o+45FBGVkZGRk/kQI8Vq3Jk2aCBmZd5WoqCixa9euEo/ftGmT6NixY7H7T548KVq0aKHX16dPH2FlZSUqVKggrKysRNOmTcXDhw/1xixatEiMGTNG1KlTRwwfPlykpqZK+wIDA4WLi4s4d+6cmDt3rrC0tBQWFhbCyspKWFtbCwsLC1GxYkVhYWEhrK2tRQUra2FuYSHMzM3FpEmTirQzJiZGlC1btsT3XRLS09NFly5dxLx580Rubq7Ub2RkJL3WaDRi9+7dwtfXV+h0OqFWq/XutYCFCxcKPz8/qe3q6ioiIiJeqb2vk3Xr1on58+eXeHyXLl1ErVq1xKlTp4QQQpw6dUq0bdtWb8yYMWPE6tWrhRBCqFQq4e3tLZydncXKlSuFVqsVWVlZwt3dXbRv317cjYoW8SmZYsiQj0TDRo1F3MO0V3Zvr4IlS5YIf3//IvflqDQiMS1H2h5n5T33fEFBQeLq1atF7nuQniOqTz4gnKYdeimbXxWbfo0S1ScfEEnpuc8fLCMjIyPzJlEi30khnlqr8qpp2rSpKK62jYzM2050dDSXLl2iT58+/7YpQL6QyPMUHZ/Hg/S/CgW/rWp3eXl5CCEwMXn77Fer1QwcOJCAgAAqVKjw2q5z69YtatWqpZfyGhkZiaOjI3kaLanZaixNjUlMSqZUWQusypbCQPniEahXRVZWFl5eXgQGBmJubl5of3qOmhy1fnT6eZ/jo0ePYmtrS/369QvtS0jNodX8XwCInt/tJSx/Naw6dZf5hyO4+VUXSsupjTIyMjJvEyX6JyrnRcjIvEO8rGMGYKhUoNEJDN+AB/EXpaDu19uIkZERO3fufO3XKaq4c4FoSsFvdgoFWFtZkZ6rRqPTYaD8952BMmXK8PPPPxfq1+oEDzPzlQyNDJSYmRjyOEuFID9DpKRrDp+moGYaQGq2inKmL/839jLEpmSjVICJkSy2LCMjI/MuIn+7y8jI6PEy63Nk3g0k5wwwNFDo9f3TZOSqJafrWTwp+W9ooMDIQElZk/zfH3UvYfuTztmZ2w+fMfLZaLQ6Ptl+mfD4tBc3BribnImRgfKFnU0ZGRkZmTcb2TmTkZGREEKg/fMp/F96Fkej0RQqDVDQL/N6EEJIkvnwl+KhUqkoWQ7GayRbpUWrE6Rmq8hVFy+m86SvYvBn41VY/+OlvxQnT95KKlT3raQsPh7JvisJfLL98kvZk5yRxweO1i91DhkZGRmZNxfZOZOReUNJSkpizpw5pKamvtLzCiH01jItXryYTZs2AfkPwl/NmMbObVv+Ne9s6tSp+Pj46PWdOXMGNze3v+WgHTt2jJSUlFdt3r9Kbm5ukbL5xRETE8OWLVtISkqiYsWKAMyYMQONRoO3tzf79+8H8t/3x9kqkjLyyFZp0AmBgvwoakGERqXRkaPS/uNbAXkaHZl5xb//T0roF6zFKnDYXmZt9fqzUdLrPWHx9F197oXOs/LkXYAXXren1urYGRpL7OMc7CxNX+gcMjIyMjJvPrJzJiPzmtiwYQNVqlTBzc2t0GZrays5RMWRm5vLtGnTnrmObPjw4VhZWWFvb1/sZmZmplcbTKFQUKZMGandp08fjh8/DuQ/AEfc/J0qVe3+Fd/szJkzLF++nKCgIJydnalduzY//vgjU6ZMISoqCmdnZ+rXr4+Dg4NeDa+nUalUDBgwgPDw8H/O+H8AExMTvXIINWvW5Pbt20D+52Xnzp16EvMmJiZMnz6dmJgYDA0NuX79OsHBwRgaGnL69GnJYXsydS8jV0O2SovyTydCochPb8xRa0nPVf/j25M8ax1kgf9VoYxxodTcl/ks21rki4lUtcyvxXY19u//WJL0hMhO5INM7H0P8vPVhL91jvVno/hi1zVUGh2Vy719QjcyMjIyMiVDFgSRkXlNmJiYoNVqyc3NLbRPq9U+V7zDyMiIsmXLYmpa/K/khoaGzJ8/v8iC1wV4e3sXKkJd0C5durR0HSsrK8Z/OpHfw69x93YkCXGxNGvogqur6zPtfFVcuHCB3r17ExwczK1btwgNDWXZsmUsWLAACwsL/vjjD2xtbUlMTJTsv379Oq1atcLa2prc3FzUajWbN2/m/v37CCH47LPPALh27Rq//fYbjRo1AvJVNqdNm0ZcXBxubm5MmTKFUqVK8fvvv+Pj48PNmzexs7Nj+fLlz73/rVu3Mnr0aMqWLQtAw4YNOXLkCGvWrMHPz4/169fj4eHBTz/9RMeOHaVaZK8CY2Nj/Pz8pGLjTk5OODg4YGNjA+Q7qdOnTycvL3/N1s2bN+nbty9RUVHExMTQuHFjADRPLMqKuPk7Y0cNIykxEXv76qxatYqGDRuhQ+Bcpw7p6enS2I2bNtGhY8fn2pmQkECzJk0IPn2a2rVrc+PGDTq7u+uNefjwIceOH+f48eNs3rSJ3T/9RKNGjdiyOZCBgwaSnqt9ppNVEDl7MjJV4KNl5mmeuZYyM09D4LloVL/rp03mqnXEpuQwtWsd2jnZ4L74NFC0wIhOJ1hyPBIbcxMGtaiut+/G/XSeZs3pu/RsUPkZd6RPSpZKel3gMMrIyMjIvHvIzpmMzGtCo9HQqFEjRowYUWjfypUrCxWjfvz4MWXKlJGcNo1Go+eYCSHIyckhKysLa+v8NSclKSoNfzlj+/btY/LkySQkJNC+fXvu379Px44dOXHiBBs3bqRz914ErFzO3bu3OXroIMuXL3+he38RqlatSkBAAK6urpiZmXHjxg0gXzp95cqVGBoa4uXlRWpqKlZWVgCYmZnRpEkTRo4cyZ07d4iLiyMjIwM/Pz8sLS0JDg4mJCSE1atXS46ZWq3Gw8ODqVOn4urqire3N6VKlcLX15eBAwfy6aefMmTIEPbv30/nzp2Ji4uTHK+iuHTpEt9++y1jxozR61+1ahVbtmxh5cqVeHh4EBERQe/evV94fnx8fDh58iQqlYo6deqwcOFCAL788kvq1q0rjfv111+5e/cutWrV4ocffuDo0aNcuXIFjUbD6tWr0Wq1REZGolaradiwIQB5KjVT/b6iaw9PPh//MV/OnE3Pbl35cVsggwcP5saNG2SkpZOVlUViYuLftn28jw/e3t6896dCZIN69fTOc+fOHbp06UKrli0ZOWIEixcvZvvWrdR3cSEl5RGGBgYoFVo9J/JphNBPwwQwVCoxVCrQ6gTPcu00Wh3RKdk8SC8cFatXxYJOzrbYW5VhTm8XvvwpHO/ASxgZ6CeeRD3M4kZCvhP2tHN2LzkLAMeKZYl8kAnA7QeZ3EhIK1Gao0VpIz3nzPJfVoyUkZGRkXl9yM6ZjMxronXr1sXW2Ro7dixNmzbV62vQoAGJiYkolfkPfUIIVCqV3jk0Gg1arRa1Wo2hoaHeg6i5uTnVqlUD8h0ae3t7Tp48CSCN8/T0xNPTEwcHB06cOEHnzp2xtLTkk08+Yc+ePTxOy6SNW3tGjxpF9L17NG/TnocZhZXyFAooZ2r8SuteVa5cmZCQEE6ePCnNgY+PD2vWrNFbO+bn50deXh5r164tFBEEuHLlCj4+PlSoUIF+/fqRlJTEkSNHpP2JiYmMHTuWwYMHA9C7d28uXLhAeHg4iYmJDBkyBIAePXpgbGzMrVu3aNKkSbF2X7x4kYEDBxbqT0tLo1q1aqSmpnL8+HE6liDC9CwWLVqEkZERpUuX5vr16yiVSnx9fTl27BjJyclAfqTsyy+/5L///S+ffvop06dPp2LFigghiI2NpW7duvj6+vLZZ5/x5ZdfMmPGDBYs8CcjJ4/OXbsD8PuNcNzbu2FqbIC7u7u0/u/SpUvPnIfi2LlzJ+Hh4Wzfvr3YMTNmzGDGjBmUKlUKnU6HpaUlqamp7Nixg379+gH5EbFniXHkR7P0+wyUCiqUfX5ZhXKmxkzr5lxknbMncXOyoW5lc24nZRbaV+CAAQTdSKRzXVupfScpE3MTQ74b2Jjlv9yhZc0K+O65TrdlZ59rW1FYlC7ZjzIyMjIyMm8fsnMmI/OKSUhIoEuXLs9NW9TpdOTm5nL9+nUMDAyIiYnR23/48GG6devG7du3sbOzk/qLq9lkamoqrbEKDg5m/vz5z7x+eHg4o0aNws7ODgcHB3x8fBg5ajQtWr2POjcbC3MzjA0LL0vV6gRqrQ6VRvfKi+AWPIgXOGcAgYGBDBo0SG9cQZoe5DtHd+/eJS8vD41Gw549e2jbti0//PADJ0+epGXLlmRkZEjRNjs7O8nhiIyMZN26dcyZMwelUklWVhbZ2dmYmpoSFxdHSkqKtC6rKLRaLWFhYfz3v/8lKSmJOnXqsHbtWpydnbG0tOTOnTuUL1+eixcvMmXKlJeamyc/TxcuXKBatWr4+/tz7NgxoqOjpX19+vRh7NixCCEYNWoUiYmJbN++nebNm9O9e3cmTJjAgQMHKFeuHABxCfE41W0gCY00atSYDWvX4O3tzfLly+natat0zbCwMGxt852OMWPGMGvWrGfanJGRwSeffIKtrS39+vWjQ4cO+Pj46Ima3Lt3j/Pnz7N582Yg/71PTk7G0tKS+/fvU6VKFSD/BwYBnDp9lomffcq5879J5zAwUKCDQs7Zq6ZKudIcHN+myH3X4lLpuSIEgDGbL7FlpCvvO+R/5n6/n45LFQscbMxYOqAROp2gornJM9UnCxDAx1vC9PrsrcoUPVhGRkZG5q1Hds5kZF4xlSpV4uLFi3Tu3JkvvvgCGxsbvv76a4YMGYKNjY0UCVMqlTg5ORWrvvfTTz/h4ODA8uXL8ff3l/qLq29UEkU6nU7HkSNHiI6OZsWKFYSEhKDT6VAqldy6dQufTz7lVsRNUh49wtbGWu8X+s8//5xvv/2We/fuYVqhkp463quiVatWuLq66qV8ZmVl6ak3mpqacvr0aandrFkzvbTGoKAgxo0bR7169YiKiuLYsWO4u7tjbGzMoUOHsLe3B+DEiRMMGDAAJycn3NzcMDU15b333sPDwwMPDw82bNhA27ZtqVq1arH2Pnr0CC8vL2bNmkWlSpWYM2cOo0eP5uzZs/j8mco3YcIEoqKisLe3Z86cOUVG2UpCdHQ0u3fvJi8vj9mzZ7N27VqWLVtGXFyc3riGDRtKjtz06dOpVq0an376Kd988w2dOnUiLS2NsmXLcv78+T/P+wcePf+DRWkjslVaZkyfxqBBgzhw4AAREREcPXoUAAsLC2bPns3QoUOJi4ujTZs2tGnT5pkRwVWrVpGRkcHs2bMpW7Ys06dP59GjR3z11VfSmGXLlvG///1P+jsYPnw406ZNY/jw4SQnJ1OjRg3WrVtHi9YfAFCnYVMO/nKGlOy/0vyMDZWoNLpXGsn9u9SvWo7o+d3otuwMNxLSWXP6nuScpeeoqVb+rxRlpVJBuzo2JT738PdrsD4kihDf9qg0OsqWkv91y8jIyLyryGqNMjKvGIVCQalS+alU586dIzg4mPv375Oens7AgQM5fvw4W7ZsYerUqXqqiU/y+++/s2vXLoKCgti2bRvXrl177nWzs7NxcHDAwcGBgQMH6kWXCti+fTvz58/Hzs6O1atXY2JiwuDBgxk5ciTlypVjit9XZGZkEBsbK6VIFmBjY4OTkxPGxsYo4LU4Z5Af0Tt//jyhoaHMmjULpVIptUNDQ4mIiHjm8Q0aNMDd3Z1r167RsWNHFixYgImJCYsXL5YcM4AOHToQHx+PnZ0dkydPRqFQcOzYMfr06cOdO3e4desWfn5+z7yWjY0N33//PZUrV0ahUPDpp58SEhJCRkYGQ4cOJTo6mry8PGJjY1m1ahVLlix5oTnRaDR07dqVx48fU6pUKY4cOULVqlWJioriwIEDhIeHEx4eztq1a4mNjZWOGzduHE5OTqxZs4Z58+bh7OzM999/z/r16zEwMCA6OpprV6/iUr8hJkYGGOnyGD9+PBEREQQHBxMcHEznzp1JS0vjf//7H8OGDUOhUGBnZ0ffvn310kWLIiQkhLFjxzJy5EgGDBjA3Llz2bNnj7RfpVKxdetWKZUU8tfQFShQBgcHExAQQEBAAKWNDChnalRoK21kIKU7al+m2vQr4sC41gCcikzG3vcg9r4HiXqYRbmXSEWc2rUOl6e7U6VcaWrIUTMZGRmZdxr55zcZmdfI8ePHKVWqFDExMdjb2zNo0CDq16/P9evXqVevXpHH5OXlMXr0aHx9falRowaLFy9m0KBBnDlzBgsLi2KvlZGR8Vx7vLy88PLyonbt2lKfs7MzZcqUwcjICCHyI3+7d++WlA4L+OKLL/jiiy8AeJiZh+7FavE+l4JaZhEREfj4+KDT6Rg+fDjLly9nxIgRhSJZaWlpREZGEhcXR3JyMra2tjg4OGBubs7MmTMBaNGiBY6OjkB+7a+YmBhat26NsbEx/fv3Z9GiRUD+ur3x48czffp0PD09+eCDD55p682bN4mLi8P9T+XBuLg4lEqllJaZmJiIra0taWlp1K5d+4XrrhkaGnLt2jUMDQ0lIRDI/yGgb9++0o8BGRkZWFpaSvt//vlnVq1axd27d/nmm2+YOnUq5cuXB+Cjjz5i0KBB1HaqIx1/48YNSpUqJY2pU6cOOp2OmzdvcuXKFYYPHy5F5eLi4go58EXZ/aRDXLp0aSmdEvJTd11cXAqljl6+fJkmTZqwdu1aad4UCgWlDAtHmZUKBTklSA/8p1AoFKz8b2MiH2Q80QeeDau88DkNDZRYlpFFQGRkZGT+PyBHzmRkXiObNm0iICCAxo0b8/333zN+/Hi+/vprdu7cWWR626NHj+jZsyflypVj0qRJAHz44Ye4ubnRrl07vagIUEjxsTh0f3pSiqfU7ACmTJnChAkTJOeue4+enD59upBj4u/vT506dYiPj0epULyyyJkQQi8lc8+ePZw4cQJ3d3fWrFmDhYUFtra2eHh40LhxY4KCgqSxGo2G5ORk0tPTMTc3JyoqSkrTfJqC+87IyKBnz55ERkai1WrZuXMn77//vjQuOTmZVatW8c033zzX9ry8PEaNGsXdu3dJSUlh2rRpdO3aVYqI7tixg/79+0ulAJ50TJo3by6tg4O/1vIJIchVawuJXxQlfgLw448/cvbsWc6ePcvq1asL7c/KyuLChQt06tSJFStW0KVLFwD69uvPuXPn6Nq9J6Z/rh20t7fn9u3b7Nq1i4iICObMmUNGRgYODg4EBQWxYMECcnNzOXbsGPv376dPnz7PnJ9u3bqxfft2MjMzyc7OZuXKlXTo0EHav2/fPsmeJwkKCqJTp05FztvTPKv22b9Ft/qV+NTdUdomdHSUI14yMjIyMiWj4MHodW1NmjQRMkKImAtC5KYLcfBzIW4d+betkXlFREVFiV27dhXqHzBggLCxsRFt27YVEydOFC1bthSBgYHi/v37onnz5qJ169Zizpw54v79+0IIIdLS0sSSJUuEtbW16N+/v8jJydE7n1arFcOGDRNmZmZiyZIlQqvVCiGEGDlypKhataqoW7dusZulpaVYvXq1dC6VSiVq1qwphBCicePG4vHjx0IIIapUqSLiHmWI7j16CBsbGzFv3jw9GyZOnCgAERUVJR5n5YmHGbmvZA6T0nPFo8w8IYQQt27dEoMGDRLOzs7i6tWrQgghypcvL4QQ4sCBA8LJyUm0bNlSzJgxQ8THx4srV66Itm3bSueaO3euOHfunPjuu++EhYWFqF69uqhevbowNjYWUVFR0rgffvhBVK9eXVSqVEmMHDlS5Ob+dS8ff/yxmDRpUiE7K1asKGJiYgr1L1u2TFhZWQkbGxsxePBgkZycLIQQQqPRSPP+888/i4oVK4o1a9ZIxzk5OQkDAwMhhBA6nU4kpuWIxLQc8TAjV3qt1mil8Tdv3hRbtmwRZmZmUp+jo6NwdHSU3uuaNWvqzUcBhw4dEs7OzmLOnDmiY8eO4ubNm6KZawsxZNhIYW1TUZwIPiWN3bx5s6hVq5YwMjIS1apVE7t37xZCCBEbGyvatm0rTE1NRf369cWPP/4oHTN+/HjxzTffFLquVqsVM2fOFPb29sLS0lL897//1ZvratWqiZCQEL1jHj16JLZt2yaEECIgIEBUrFhRHDhwQNofEhIimjZtqndMRq5aPMzIFVqtrpANJSEoKEj6vMnIyMjIyLwmSuQ7yc7ZP8GtICH8zPU3mXeC4pyzP/74Q6jVaqk9cOBAsXHjRvHBBx+IsLAwoVKpxLfffitGjBgJe8b3AAAgAElEQVQhhBDi8uXLombNmtJDaXGsXbtWeHh4iLy8PKl9/vz5Zx6zYcMGceLECSGEEBkZGcLCwkIMGTJECCFE3bp1xePHj0Xnzp1Fu/YdRIdOXcSIESPEw4cPRZMmTcTPP/9c5DkzctQiMS1HaHUv9jBcgEarlRyR9PR00aVLFzFv3jy9B3gjI6O/xms0Yvfu3cLX11fodDqhVqtFampqofMuXLhQ+Pn5SW1XV1cRERHxUra+arKzs0WDBg2EEEKoNX/Nw5Nb8hMOcGBgoChfvrye41ijRg09p/PcuXOiZcuWUnv79u2iQYMGYtiwYSIhIUEIIcTSpUuFvb292LBlh0hMyxE/bNkhLC0txW+//faa7/jVoNFohI+Pzys9p+ycycjIyMj8A5TId1KI17Sov4CmTZuK0NDQ13qNN56DE+HiWv2+CeFQzq7o8TJvDdHR0Vy6dOm56V0lQRQjkf+qKUgBfBKdTkdGnpY/YmOpV7sGCoWCnJwcSpcuXeQ58jRaUrPVKBSgoCQ2C3QCypYypMyfSnMarY7H2WopPbKiedE14V6EvLw8hBDF1pl7E5g/fz7169ena9euZKs0ZORqCo1RKMDG7MXvITk5GSEENjZ/KQMmJiZiamqKWlkKnYAKZY15nJJChQoVXvg6/yTJyckkJSXpFd5+WY4ePYqtre1z65zJyMjIyMi8BCV6yJMFQf4JUqIK9+3/BAbvKdwv81ah0wkyctWoNLoia4L9Hf4Jxwwo5JgVXDtPrcXezk6yozjHDMDYQEkZYwNKKo4ngFy1lmyVRnLO0nLUeuvWVBodOiEwMXr52mkFAhdvMr6+vtJr5VPvfdlShmh1ghy19qWcdmtr60J9BXXKHmbmYWSgQKlQvDWOGeTfU1H3JSMjIyMj8y4gO2evm+wUiD5buF/5aov3yvzzqDQ6/rv2PIMddKTmqApFODQaDQYGBoUerDUaTbHiDv8WeRodAjAxKpmDqVAoKGvy96TB1VqdJN4ghEDzlGf3+M+6VUYGyn+1XhXkS7w/XUT8We9bQQbCizpRTycwGBooMFDmqxBm5mkKOW+vAq1OYFSEcIqMjIyMjIzMv4f8n/l1c2UraPOgx9K/+mzrQdbDf88mmZdGpdHhOO2w1BYC8p6S8546dape8WSAM2fO4ObmJsnFP48clZaDh4+8sAR7SclVa1EqFBgZvL6vBAOFQoq0PVmP6mm1vdedav087t+/j4ODA3fv3tXr7969O/v37y80XqXRkZSRx6MslV5/QkICZ8/q/zCj1urIURVW2BTk33OBaqKRgRIjg/yE0WxVvoP2qjeAXM2bI0EvIyMjIyMjI0fOXj9hm6Bqc2g0JD+VEaCCAySG/7t2yRCbks2W32L4orMTyr8ZqfnjUVahvtQcNRX/TMk7c+YMy5cvp0qVKjg7O6NWq5k7dy5Lly4lKioKZ2dnTExMyM7OZu3atbi5uemdq8BBeZiexeCBA9my40c83Nu/2I2WAJ3Id5JeZ2qlQpHvlAkhJJn48mWMMVQq0OgE6TlqNDpBZp7mmXYIITA0UFK21Kv/+tJoNIwcOZLc3Fy6dOmCsbExVlZWTJ06lZMnTxIVFYWvry9CCBwdHdm7dy8ZuWog/95UGi3Gf9bi2rJlC0eOHOH48ePS/aTlqNHqBMaGStRaHQoFlDI0kCJnZYwNKVvKMH+8QoG1WSlei6sqIDmzcJFyGRkZGRkZmX8XOXL2OtHp4GEk1HQDpRL6rIPuS8C4LKgy/23r/t8zZvMlVp26y72HhR2t4tDpBOO2XcZ98WkAOr5XEYvS+k7ChQsX6N27N8HBwcyYMYOOHTty+/Zt7t27J9VtSklJISwsjDt37uDm5sb169cxMzOjZs2aVK5cGWtrG3buPcDundsRQuD7xSSaNm2KsbExly9fLrG9bm5uBAcHF+oXQkjrvQrqa3Xv0rHIsa8KQ6USrU4Qn5LJqFGjcK5pR+tWLbl79y5GBkrKmeY7amptvvNW1DZ6xDA2btxIVp5GL/qm0+lo0aIFmzdv/ls2Zas0PEjPJStPgxCCwYMHY2Rk9H/snXd8Tfcbx983S2TYITFjBlV7U1utFrVKW6qoaouq1aJKf3QaVVWKalG1a7WIvWrP2sSICkKC7HnH74/njtzsRKZ836/XfZ31Ped87zl3nOf7PM/n4dGjR+j1eg4ePMjmzZt55513OHToEAMGDODNN9/k8uXLbNq0Ca1Oz9tvvk6zejUpV7wQ9erWoXHjxmi1WhYuXMjDhw9p0KAB5cqVo3v37uY+e5b35MLVGwRFxPIwJIpYnakOnXVopEYjOWEZ/jIORiQWPhobG8uQIUNwc3OjUaNG3LhxI1XXcsGCBbRr144ePXpw7NixBNsDAgIoXrw4vr6+abpHCoVCoVDkJZTnLDOJCQUM4GgUYHixl0wDr0N0aLZ1SyFcfhACQIjR85Ea/jp/n7/+vW9eblutOI99LSGHOr0Bj5Kl+Omn+dRv0BAnZxcuXLyITm8gNCyMuT/OQ2NjS9++fXn85Km5CLGTswt169Vj8KDBXPfx4fadu4SEhDDz62kULFSIjVt3cOnsCX5b8gt16tR55vduCpVzc8lHWCIqgZmBg50N4THw/YxvuH7tCifPX+HW5XO89dZbHDt2DFsbDUVdEhfy0Ol0jBo1ik1/rqNtmzbG96DF1Zj3NnfuXBwdHenfv3+q+2MwGMwKiWHRWvLZ29CxY0e6desGQI8ePQgICCA0NJQJEybQsGFDwsLCuHnzJuFxQgOdXVz5fu5PjPxwGKv/3MSwQW8za9YsAgMDmThxImPHjqV169ZM+mxykn2J1uqxt7VJ0XN57tw5fH196d69e6rfZ1IUcXbANpHzTZ8+ncuXL3P79m2OHz9uvj/JsWzZMlavXs2iRYs4e/YsnTt3xs/PDycnJ3OboUOHEhAQ8Mz9VigUCoXieUYZZ5nJU1+Z5ounjlegpHjOIp6AU5Es75YCjt16bJ5Pi3HyJF5eUSEnB55oNLjksyMsWktgWDQOBYqy58BBtu/aY/ZQvDvsfVYs/ZX7Dy0Pp59OmkxMdDSz5y0gJFpHrE5PaLSWKGPI36UL53nn3WEUKVKUdwe+xdPHAezcseNZ3raZSGN+3JPwGHQGA7YaDXaZmG8GYG8r12LjujV88dW3OLu40K5dO8aOHcutW7eoUKFCkvvu2rULFxcX+vbti4OdDQ52NubQyNu3b/PFF19w+PDhNPUnfmpbeLSOsmXLMm7cOLPa47x58zhz5gwGg4Fr166Z2x4aNoz2HTvxcqcu2Nna4ehgi0YjOWVanZ4LFy+z//AxBvR7nSPHjtOqfUfKVhHp96TML9P1SY5z586xf//+DDHOksovXLlyJbNnz8bFxYW2bdsyZsyYFO+PVqtl8eLFVKlSBS8vLz788EMePHhAxYoVAVi6dCnBwcGULVv2mfutUCgUCsXzjDLOMpNV/WQa+dR6vVtVmQZcg3JNsrZPCgBO37Hck8jY1Isi3HsaabVcwOi5yW9va6Wo1+/11wGwiaOGt2Htat6O59mJjo6mgKM9Ifns+ffMaf7zvU1MdDRarZZffl9N0+YvsWrFco4cOkCDRo0JDQ01e9sAfvjhB2bPnk1sbCzt27fnt99+szpnfJYuXcry5csJCYvgju9t2nfoxLffz6VEIRc0wNWrVxk3bhy3bt3ilVdeYdmyZQCsXr2ayZMnEx4eTt26dVmzZg3Ozs7m4zZo0IAffviBpk2bJnlujUaDo50N9/zu0rp5Y3Nds/Lly3Pt2rVkH/47dOhAx44dGThwoFxXjQatQcQ1PvhwOE7Ozowb/wlVvKow/pMJFC5cOMljgRhI8dUibTRQpUoV+vfvb6XUaGNjg06n46233iI8WoveYCAyOgaPkqUBsLfTMHTIYO7fv0/vrl0oXqIE389fxP17fji7urJj+zZat+9oVnss7CzHXrLwJ7b+tZn8+Z2YNfcnOrZtBcDGjRuZOHEigYGBtGnThiVLlhAZGcmLL75IZGQkMTExeHt70759e3MYZ1o/B8nx33//Ua9ePfNyau7P4MGDAfk8z58/nypVqpjb//fff0ydOpVDhw7x0ksvJdg3NZ8dhUKhUCjyCso4y0xC7hln4g3Rm4wz33+UcZYNXPALZsYOixckKpXGmcFg4Jd/rGvWmXJ2bGw05HewlEdo3fIlGjVqhE5nOXZ4eDhjPv7IvOzk5MTBg5K7lt/BlgYNGjBkyBBu3LiBn58fxw/t5fNPx1ClanVOnL/CgX17ade+PQ72Dmza8hf5HB35Y+VK9uw/iIeHBy2aN+Pvbdt5uUNH8zn0BhGpML3HWJ2eEydOsOPAEUqVLkOfbp35bfHPTP50HACzZs3C29ubIkWK4OXlxblz56hevTrz5s1jzZo11K1blx49evD7778zbNgw83lOnjyZqmtYIL89er2eInGMJ2dnZ4KCgpLdL364n52NhigDHDh8FO/t2xjx8VgaNG7Cb4t+psdr3dm0fXeq+gOQz86GaKMXrlSpUnh7e7NgwQLz9ocPH2IwGDh+/DhavQGDAYZ+MJxGTZpRwNEeOxsbfvvtN4YMGcK+vXvo27cv40a8x+HDh5k+fTrNmjVj/PjxTJ8yiUGDh/Dt119hq9EQFRbK5as+bPt7M++905/bt25x7YYvo0aN4sCBA3h4ePDWW28xZ84cPvvsM/z9/Vm6dCn79+9n6dKl5v75+/uzatUqDh8+jIeHB40bN2bnzp107Cifg7CwMFxdXXn77bet9ksKvV5PoUKFzMupuT8mevfuzbZt21i3bh0ajQaDwcDAgQP5+uuvKVOmTKL7pPazo1AoFApFXkAZZ5lJuWZw5zBUbGu9vlAZcCkBficg5AEU8Mie/uVRzt4Vr1mPuqXYcOYeK4//x7FbKUvVa42iDVVKuHD9YcqCLhcvXiQ4OBg7Ozu2bt1qFkow1coqXrx4svvXqV2b2JgYdu7cyevdu6A3gL1DPqZM/4ZCJUoB8P38xSxf8QdnTp3k8qWL3L57n+BISw6dqB/qzOsiYnS0aN2GSpWryDXo3ZfDB/ai0YwHYPTo0eZQtGrVqhEUFISDgwOrVq1i48aNzJ49m71791KzZs0U339iaIwFj4OCgsz5SBEREdjapq3un5ODLY72Nlw6d5IGDRoye8a3ALRv2RwP9xIYIkPMHsbk1A41gJ2tDQGh0cTqDETEaPF/FEjb9i8z5Yv/odfrad2iOR07dWbCpM8IjdIy+5svCQ2RfMW4BrkJOzs7Bg0axJkzZ5g2bZp5fc8ePRg1coR5+aOPRuKa34HXe/dm+Acf4OPjw/79+3n06BGNGzcGRJwjpWvj7u7OsmXLWLVqFcePH+fixYv4+/ubt9vY2ODl5YWHR+p+Z57l/mzZsoWTJ0/Srl07GjZsyLp16/Dw8KBfv36p2l+hUCgUiryOMs4yk1J14f5Z8EjkQbZQWfDZCbOrwudPRc1RkSWYcpUmdq6Gz8MwbgWGp1qxsVSh/MzuU5vQKC0F8ttBzNMk25pqmV29epXhw4ej1+sZNGgQP/74I4MHD6Z06dJW7YODg7l+/Tp+fn4EBATg7u5OpUqVKFCgAFOmTEGnN9CsaVPq1axOUWcHjhw5Qp/evfhs8mQmT5pIoQIuuOSzpaizJSTP3saGgo525nUu+Wyx00BRFwcMBnB2sCGfg6WYtJeXl3ne5K26ffs29evXZ+LEiXzwwQeUK1cuVdcqKZo1a8bBgwfp27cver2eU6dO8cknn6TpGBqNBluNhnz29pQv72nOl3NxdsLW1pbChQqmKYfO1kZDrE5PrE5PRFQMMVo9IZGxfPbJGK5fv861a9do0bYDN3yusWbVCv739Qyr/S9cuEBUVJTZC9SiRQv8/f159OgRAN7e3qxatcrKQIobdmgKnQQJ4dy0aRMgxbAjI61DaeNz5MgRevTowZQpU5gwYYKVCAeIh/bq1aupvhbpuT+bN2+mXbt2ODs706BBA3Mo5Nq1a/Hx8cHd3R0QxcYGDRrwyy+/mIVXFAqFQqFQWFDGWWYSHQp2jolvy+dqmQ/xE2Mt4BpEPIZyKvciM4nViS/FJZ8df41o/kzH8vVN2jjbsGEDe/bsYciQIfz666/069cPd3d3OnXqxCuvvGIVOqfVagkICCAkJIQCBQpw4sQJ9Hq9+QFeo9FgZ6tBowF7O1vsbG04eeI41apV4/1hw/j333/Zs3s37dq2tTJKNBqwtbUxr7O1sWHPnj34XLuGp6cnK1eu5I033jC3TyxP6cyZMxQuXJgRI0Zw584dNm7cSJ8+fdJ9zYYOHcp7772Hm5sb3t7eODo60qBBg3Qdq0OHDnz55ZfcunWL8uXLM3PmTJo1a2YW9OjVqxe7d+/m8uXLlCxZMsnjFHayNwuEDHjjdUJDQxkx5G2ioqIYP24c16/7MPzdgTRr0ZKffppP01ZtcTTWM9NqtRw4cIBevXqxdetW9Hox/uNfy/ihmQsWLGDBggVs27YNg8GAl5cXjo6OfP7551y6dInq1aszcuRIyT/85RcA3NzcuH1bQmuDg4PJnz8/R48epVq1agwdOpR///2XXbt20aaNpSZeREQEdevW5bXXXuPrr79O8Zqm5/6sXLmSnTt38uOPP3LhwgXu3LlDnTp1OHLkiFU7T09P9u/fj6enZ4r9UCgUCoUiL6LcNZmFwQA390Hp+larQ6JipaaRfZzR7QfnITIIfmoIv3XK4o7mPUyes6TU6jKC69evs3r1akaPHs3WrVtp3749BoOB7777jkmTJrF8+XK6devGlClTuH//PsHBwVSqVIk5c+YwZ84c3nzzTZycnDAYDMyZMwdPT088PT2tapz17duXiIgIihcvzpgxY6hfv76VomBSNGvWjKFDh+Lp6UmNGjWscscS4+WXX6ZChQq4u7vTr18/6tWrl+A8DRo0SPAgnhQdOnRg2rRpTJgwgcuXL/PXX3+ZDZm0HAegcuXKzJs3j65du+Lm5sauXbus8qrCwsIIDg42G0xJoTHW/tJqYzl27Ci9evWkSpXKbNq0EQcHB6pVq8qxY8dwsLXhnYFvM2b4MLZu2QiIkTR8+HDmzJnD119/TZUqEjJqMBjM9+3tt99OcM6oqCjKlCnD6NGjWb16NY6Ojnh5ebFo0SJ69uxJyZIlefDgAd99953VtfPw8MDd3Z2qVasSHByc4udAr9dz7do1Hjx4kKprmp778+OPP3Lnzh3c3d3p378/69evT1GUxURa77lCoVAoFM8zGkN8PekMpn79+oZTp05l6jlyJE994Yda0HkmoTUH8uLUnfwyoD5Dlp+iffUSLL7XA6KDpW3JOvBib9gxUZanBmdbt593Vp34jwkbLgDg+02XZz6er68vp0+fpmfPnuZ1oaGh9OnTh5YtW/Lxxx+bvTgODg7ExIgUv06nY/PmzZw8eZKvvvoKnU5HeHg4BQsWtDr+rFmzCA0NZerUqQA0btyYZcuWWYUfpoXEBCWeZwwGA7Vr1+bEiRPm+5Aca9asYfHixcyYMcNcT+7LL79Eq9UyZcoUQO75L7/8QufOnWnatCkhISHkz58fe3t7q2O5uroSGir1DL29vc15YQprPvvsM0aPHk2RItlXVmTnzp24u7unO5dSoVAoFIpUkHLNHJRxlnn8dxx+fRne+pNZt8rw494bVpuvd3+Ag/cYWShYRoyzf2aDjT18HpgNHX7+eRwWTb3pFhW/zDLOMpLo6GgMBgOOjkmEx6aRvGacLVu2DK1Wa5Z6z0qCg4MTGNuKhOzbt4/WrVtnax+UcaZQKBSKLCBVxpnKOcssYiNkau/MxXsJPWFTHzTiK9OCNgrCRDgAfSxoY8DOIcE+imfj4v2Q7O5CmkmNtyctDBw40FwrLC+QWDhhVqEMs9SR3YaZQqFQKBQ5CZVzllnEisJaYLQth288TrD55qMwGLAFPF8CbTSEWaSviUlZpl2RdsKitOb5Ic3LZ2NPFAqFQqFQKBSKhCjPWWZh9Jyt/jcAvUHDbwMb8M5SkdmuX64wYdFaqNASbu6BuyfgcZywx/BA8aQVr5odPX9uiYgR46xXvdJM6Fwt084TFhbG+vXrcXBwSFT90IRerycmJobXX3+d/Pnzm9c/ePCAn376iWnTppkV/qZOnUrHjh3N9a+SY+7cuRw+fJg1a9akqr9arZZbt26ZhSwUCoVCoVAoFNmD8pxlFkbP2aaLQbxaqyStqxbHwU4ud5kiToREGQsF2zmCLloERAoY614tewXmN5JjXPOGHZMgWnnTnpWIGKkjNaFTVWxtUhX2my50Oh0BAQEEBgaaX3/99RdTpkyxWhcYGEhAQIBZSTAqKoqYmBiKFCnCgQMHOHToEAA3b95k8eLFeHp6otVqiY6ONp/ryy+/5L333rM6v729fQJxirhERUURG2spVO3j40PdunUJC7N8xlJTX0uhUCgUCoVCkbEoz1lm8dQXgMfRNlQpITXNTkxsS6zOwI97fQiJNIbYBcQpDutglNcPeyjTixvg4HdyrPItoEqHdHXlflAktwLCaVqxKDaZaJTkdEzGmZND5n7sCxYsyLhx4/jhhx9Yvnw5Dg4O3Lt3D41Gw+rVqwEx4KpWrcpvv/1m3u/LL7/E29sbOzs7YmNj6dy5M56envj6+lKqVCnatm2LTqejQ4cO/PDDD4AYYvHFQuzt7bGzs7xHvV5PREQELi4uAIwaNYrjx4/j5OSERqPh0aNH1K5dm44dO5r3iYiIoEaNGixfvjzTrlNiLFy4kMmTJxMUFETXrl1ZunSpud8pcfXqVerUqZPAqHz77bdp3bp1nsq1UygUCoVCkTtJ81OqRqMpCKwGbIFw4HWDwRCT0R3L9RyaCUAUDhRyEi9GIScR+ShRwJHgyFiCI2MpGBKn9lCrT2H9IMvy5g8s81Hpl9eftfM6f57x48PWFRnXIe+GSkbGaNFowNE+axzGgYGBeHp6WhV5NnH27FmzZ8zEtGnTcHNzo0qVKlStWpUhQ4awe/du2rVrxy+//IKfnx9LliwxG2YghY7jFzeOS0REBIMHDyYiIoLNmzcDMHLkSG7cuEHXrl0JCwujdu3aTJgwgRIlSlCjRg0cHR2ZPXs2r776agZdidRx4sQJvvnmG7y9vSlXrhxdunRh7ty5TJw4McV9tVot/fv3JyoqyrxOp9MxatQoVq9erUQnFAqFQqFQ5ArS40J4E5htMBh2aTSaBUBHYEvGdiuXE24RAInCgeDIWKvNL5YSFbdlR3ypUnMOHf2aArA98gWSKkF9/uZ/3DHcT3NXQqO0/HnGD4Djt56kef/nifAYHU72tskaMxmJra0tERERBAYmLI0QEhKSaD7aSy+9RI8ePdi5c2eCbZMnT2bkyJEJ1hsMBrRaLVqtFp1OZ17v7e3NiBEjqFixIt9//71Vv0zeqRUrVtCnTx80Gg3du3dnxYoVbN68mUuXLtG7d+/0vvV04eDgwLp166hbty4A7du3x9fXN1X7Tp8+nRdeeIG4ZTt27dqFi4sLffv2zYzuKhQKhUKhUGQ4aTbODAbD/DiLbsCjjOtOLmf9YLi4HhqLx+ucviIGbHC0s34Ir1m6IPnsbJi96zoAvsaotI/+vEon4/w5fUVq29w07+N96hrzj599pu6FRWtTbvQcExalxTlf1kXy6vV6zp8/T1BQUIJtQUFBlChRwrx86tQpli1bhr29Pc2aNWPGjBn4+PgwduxYfHx8+Oqrr9BoNBw6dIh9+/bRpUsXOnSQMNcFCxawZMkSYmNjKVeuHOPHj2fNmjVcvXqV+fPn0759e6tze3l5cfjwYfR6PStWrODq1assXLiQbdu2UatWLZydnaldu3ayeWuZQe3ata2Wt27dyscff5zifqdOnWLlypWcPn2aZcuWmdd36NCBjh07qnBGhUKhUCgUuYZ0P6lqNJomQGGDwXAskW1DgaEAZcuWTX/vchsX18v0mNivh6pPhXPQt6H1NSjk5MA/n7QhONIYDWo0d7d93AYWyHzhNxbD6jbmfd5tWJQeTVqkuUu3AyN4d7l4E6K1+jTvn13cDAjjh90+zOhdk3x2tom22Xr+AU/Co+nfxDNVxwwIi8bNNWPrhiWHTqfD09OTNm3aJNh248YN7t69a14uW7Ysffr0wdHR0ezZGzp0KEACz49Wq6VkyZLm5Q8++IA5c+aYl3/55RdeffVV1q5dm2i/YmJimDVrFvnz52f27NkMHz6c/fv3s3XrVhYuXEi1atWYMGECy5Yto1SpUub9xo4dy6xZs7h9+zaenp5pvyBp4NdffyUqKop+/fol2y4qKoqBAwfy66+/4urqarUtqzykCoVCoVAoFBlFuowzjUZTBPgR6JnYdoPBsAhYBFC/fn1DunuXywm3LUDB/DE42ic0Ltxc81kMhTpvwe1DVCpRAF5bBOf+oJxXXei3GvIXgXVvU1gfROHirgmOkxIV3Vwo4GhHSJSW24Hh+D2NoHRhp2d9a5lOv0XHeBQazfutKlLNo0CC7eHRWj5ceQaAZpWKUcEtedGIyBgde68+okedUsm2y0gGDx5M9erVGTlyJAsWLKB48eLmba1atbIqUly8eHGKFy/OvHnz+Pnnn5M8Zvfu3Zk+fXqK53ZySvoet27dmiZNmjBgwACqV69OrVq1aNu2La1ateLgwYP079/fbLjNmjXLqo9eXl6Z7lG7du0a48ePZ8eOHVbCJonx6aef0q1bN5o3b56pfVIoFAqFQqHICtIjCOIArAMmGAyGOxnfpVzIwZlg65Bg9fYb0dQsXSjl/bv9ZJmv9bq8ALyMGWglasCDf9PVNY1Gw+nJ7an1xU4iYnQ0/3Yft7/unOO9Co9CRS4+KlaX6PY7jyPM821mHcD3my5JHutxWDT1pu8GoEnFohnYy+R5/PgxEydORK/XM3v2bPP6u3fvYmNjw/HjxxPs8770CnsAACAASURBVOTJE3r16sXUqVMTbFu6dClHjhxJ9pz+/v7JbtfpdKxZs4ZSpUqh0WgICgri6dOn1KhRg7Vr1xIQEICbmxutW7cmJiYGnU6Hra0MLowfP57x48en4p2nn6dPn9KtWze++uor6tWrl2L79evXExsby5IlS8zr3N3d2bZtmzl3TaFQKBQKhSK3kB7ZusFAXWCSRqPZr9FoXs/gPuUuDAbYOw12TZblF3qYN90J1vJqrZJJ7JgGilaCoLspt0sCe1sbShe2FDmOa9jkRNaetLzXIctOWWrCxeFekLVceqwu8ZBN74sPaPDlbvPyKzUz4H6kgvnz59O7d2+++eYbvLy86NWrF0eOHOHbb7/F1dWVbdu2WYUmmrC3t2fu3LlUqlQpweuTTz5Jsqj15cuX6d+/Py1aJAx9NRgMLF++nMjISP7++29effVVGjduTOPGjWnZsiVdunQhODiYxo0bW21r2rQp3t7e5uN89913VK1alXv37mXchYpDbGwsXbp0oW3btuaQzpTw8/Pj4cOH+Pv7mw1Tf39/ZZgpFAqFQqHIlaRHEGQB5swoBVvHWC+/+gM8uUlA/opwGUoXyp/4fmnBuSjEhII2GuzSlzO1sH99Np69x9w9Piw76psxRmMqKe6aL02hlJ9uOG+efxweg/dFf/rUL2NeFxgWbc6j612vNOtO+3H5fgi1ylh7KZcevs3Uvy6blyu4OZPfIfH8tYxmwIABvPHGGxQqVIhu3brRo0cPFixYQGhoKPv376d69eqJ7qfT6Rg5cmSqPWdXr15l48aNrF+/njFjxrBw4ULWrl2Lv78/er0eGxsb9u3bx7vvvkvXrl3p1q0b3bp1szqGv78/NWrU4NixBOmjVjx69Ihr165ZFbDOSLZv387Ro0fx8fHhzz//BKBp06Zs2LCBmTNncvfuXasyAgqFQqFQKBTPG6oI9bNy+6Bl3sYe8rnCewe5cPUhXD6FU0aoAzoZQ/EinkABj3QdonwxZ0a3r8KJ24/57bAvvx32ffZ+pRJHexsuTO2AvW3Kjlq9XlIUq5Rw4frDMADGrz9vNs5Co2KZ9rfF4CppNH7n7bvB4gH1rY618/JDNBpxbgKse6/JM7+XxDAYrNMqw8LC+PnnnwkICODGjRucO3cOT09PJk2axKVLl+jZsydOTk6ULVuWYsWKMWLECGrWrAmI92jBggWsX78+wXmCgoJo166d1bqOHTtSoUIFRo8ebS5G3apVK2bNmmXOcbOzs2P69OkUKpR4iG1sbCzR0dEpvs+ZM2cyc+bMlC9IOunatWuCa2li7NixqTpGYvsvXbr0WbqlUORtnvrCrs+h+wKwd4IcHhKvUCiSIdAHXIqDY8GU2yqyDWWcPSuOccQqStc3/3GFR0uulHNGeGrMxllguo0zE/PeqMvFe+kvaJ1Wdlx6yKoT/xEZq0uVcRYeo0VvgFZexc3GWVw6zjlkFdL4ZuOyzN9/g91XHlJ50jbiPptr9QZ61SvNg+BIjt16QlGXjFdqdHBwsCp8DODi4kJMTAxlypShQ4cO1KtXz0r8Y9asWdy9e5fz589z584dKy/aF198wRdffJHq8/fq1SvBOk9PTy5cuJDqY5QpU4bQ0NBUt1conjciIyNxcEiYN5yniHgCQf9BydoQEyH/Zfb5YfsncN1bHubOLIfhp6BY5ezurUKhADG25tWHrj9C3QHJt31yW9oCTLgH+YxCaicWw4V18I43YHyIssmaKCNF4ijj7Fm4dwbunbYsNxtlno2IkZpiGeM5K2Y86OPk26WCYi75aOVVPOWGGcR/TyS/LSaVMv6hUXLdyhV1onJxF3weiYFmMBjQaDRWhtng5uVxc8nHvrGtWHPyLjqj102jAQ0aNBroVrsUpTIitDQJSpQoQVBQEKGhoVZS7hMnTkx2vzJlylCmTJlk2ygUisxHq9Vy9+7dBF7pPMeGoXBjl+Q4P74BHrWg91K4c1S2n1ku03n1YWrWDfApFIpkuGCMstkyAqq9Cg8vw9LO0Oh96PQN6PXw5yCoPxjWDbTs93UpmOQvYnPbjJEp/yssCuEFSsKALaCLeWaHgCJ9KOPsWTgcL//F0yLn/fsxEbLMWM/ZsxtnWY2p8PWJ20/o/GLKX3KT+EdhJwd2jW7J2pN3Gf/neepO20VkPOXGya+Ix6l0YSfGvOyVwT1PHba2ttSpU4ctW7bw8ssvU6xYsRyvhKlQKISgoCD27t1LxYoVcXZ2zu7uZC+B12T6+IZMH/wLc+sk3jYyCPKnQolYoVCkHYMB9FqwTaFszYJm8PCiZflbT8v88QXQ8Wv4czBc2iiv+Hz/AhT2tF4X+UReMyrI8sizUKRC0n3wOy1aCO41ku+rIk0o4+xZ0IvhwdD9UOJFsJXLGa3VcfFeCABODhlwiR2MDw0xOVtlMTFO+z4FYN7eG2bjLDxay4PgSCrFqdsWGBZNrE7Pk3ApzF0ov/woda1dkluB4YRFx7Li2H8AdK9dkrebembhu0iepk2bYm9vz6ZNm9BqtTg4OCgDTaHIwRgMBrRaLQaDgWrVqqk6eU9uSUhjavlzMLz1J/gelnBH9WCmUGQce76Af76HMo2h1adQsXXCNgaDxTArWRceXQGttYo1q9+Ea1ut1425LjlnR34UlfHIIOj4LdToCYtagksJaPKheOJiI+Dadlk+MAP2TYd398F/x2T/MH8w6MHOET57mDnXwkRMBFz5S/pp+/ybLs//O8wM7p+TxOjYSChVH0rK6OKyI75sOHuPTjXczU0d7NJTrSAeJoVGbVTy7XIgNjZipFx+EGJe99Hqc+y+8pCr0zpy6X4w5/2C+cKoqvj967UAKFFQxC0c7W35tFNVANwLODJz53XGvOxFmSI5p5C2RqOhYcOGNGjQgPDw8ExTM1QoFBmHra0tLi4uSZanyFNc/DN17Wr0lLY3dsPZFbD5Q1mvwhwVioxBrxPDDODuMfi9e+Lfr5hwy3yXWeD+IvjsFCOmSHn4pa3FMBt2GHx2QK1+4FpC1jUdIYMq7rVEERxgtEVsjWpdYbob7JgoLxOLEzEUtVGgjQG7TMzb3fgeXNki/a/QKvPOk0NQxllaMRhkdCERpmy5BMC/d4MA2DEqYc2pdGEyznQxGXO8LOSjtpXZdVlGVB6GRFGigCOn7zwB4FZAOD0XHLVqv+9qACCGWHzeb1WJHnVLmxUacxoajQYXF5fs7oZCoVCkjQfG8iVencGpCLz8pQxATneT9b2XSi5KuabgfwECr1sMM5AyLz67oGoXpeaoUDwLIfcTWfcgYe5XtFHEq8tsKGWs61m1i2W7bT7QRUPlDlDihYTebY0GKrZJuh92DvI7sHOSZZ2rB4Q+kPmXp4PfKShYGo7Og0eXxFERGwU/NZB9i1eX4xQqm7r3nhxXtsj0zO8Q6g+1+j77MXMwyjhLKycWJVgVGaPD3jbhH1IxlwwaRbA1GmcPziffLgdSo5RFpXDo76fZ/GEzShRw5GlELNcfJlQI3PLvfRp6FsE5ESEVWxtNjjXMFAqFIldiMFgefPqtst5WsS3c3AMvvGZZF3g94TGmG0Wm+m9KPARLoVCkTEwEzDEaUU2Gw6PLcHMvzK4KnWZAw3fFqHrwLyw0Dv67JCHwNvwk+J2EFxMqOqeapsPF8Lu8RdTIK7aR89s5ipIrQPhjOPUb7P9Wym4EXJH1a/tbjpORnvWL6+VVvTvYO8rA0PGfocEQSwrQc4AyztKCTgvbxydY/dJ3e83CF3Ep7JRBxpnJc3Z+NdQfJGpaJjd0LmBoiwosOniLRyFR6PUGChrzyW4Fhlu1G9ayIlXdXXmlplIHUigUinQREy4h987FUm4b8QS+Ky/zblUTbn9jbcKIDY9a8nCYGImN+isUSaHTQlRwrnqeyTR0WljS3rLcdKQYXl8YhXe2jxMv1aklcP+spV1SXqnC5eT1rJRrKq+kcC4KDYckFMiLS/jjZ7vHOi1obMEQRxQu4AqUqCEqsrs+l9+pFuNk26YPICYM+ixP/zmzGRVsnxaC71rmC5aBhu/xd+sdBIbFEBUrUvF/vm/5EJvyrZ6ZuGEiv74My14VL1qgT8YcP5MZ1U5q4uR3sKXCxG0cvy1hjabwRhOfdqpK9zqlsEtFPTSFQqFQJMLaATCjIgTdTb7dil4Wwwxg8M6EbWztwCFefm//TUmHQ9knDEdX5EEe34QvS4L/xaTb3D4I04rC3Nri/cjrXFgnAh8txotComuJhCHCq/tJvqdJubvhUDFQspsmIyzznWfCxHiDNEuesUxJ6AMxzGrGCWX8+2OYVgy2GQ2yvdNh6StiCF7dKkIluRj1FJwawh7BwZnw72pZ7jxTvjydv2PeWcuooq2NhrplC3Hlfx05/VkG18zpvcwy/+gSLHwJ5jfO2HNkEk4OdvRtUIZbAdaessM35AdmdPsqjGhTKTu6plAoFM8HUcGw90t5eAMJj3pyO+m2N3ZZll/sI6qLqcGpiKjIxcWrs0z1ufuBSJFBXN4EseFw8pek26w1FkyODoG/PoIbe7KmbzmNsABY1hV2fiaGVuuJ1tL1ScnYNx0BnWfkjGLRLm7QfLT8DjR8V8ILm42y/C6YUnNSS8QTCdv8d40sm5RkX+guoiYQx3tosOzne0hKAEQFQZ0UCnLncJRxlhLRoTCzMuydJrH3ALXfBFt7DAYDV/0teVN1yxZCo9GQ38GWoi5p/DCmhKt7wnX6hKGUOZVvetbk5KTEDdYRbSplW50yhUKheC5Y0gEOfme97uhPibcNvGG93HNx2s7V7CPL/DvbocNXMp+L/pMUmcilTTK98pdl3bmVML+JiDlEBYuEu1Hpmn9XwYoeEB2W8FiPrkgu0/PK0Xlw+wBEBEKxKgm9ZQO2iOhH959ludtP8P4RaPdF1vc1OdpNsc5Zbf+FLNd83SJeEh+9Hg7Nhmve1pFgf30kodM7P5NlU9Ra0Urw2s/Qb431cfosF9GiuFRuT25G5ZylxO1Dlnm/k+D5kjnMY8Vx67own3RMJGY/o0gq6TM6FAKuyY9cThhBSQY3V4vBemBcK1rO2E+TCkVVTTCFQqF4FqLDLIn4cQm4mnj7x8YHodaTRB4/rdg7wsCtsGuK1FgKF5Vd9KqMiAKLxzYiEHz/Ae8J4G8UNFv2KtQbCBigzWewIs7nL9gPisd5jtJpJULIqRiMv5lVvc98zq4QT2Hll+H4Qsv6694J2xYqAw0Gi3CPm5dFmTG34F4Tzq+RWoomL6DBABuHiY5CXPIXgTfWwPUdshz+CKYWFKMMJOcOwKtj4iIjRSvDsfmSr5fLnyuV5ywlVvezXi5Vzzz7j4/8Ib1UuRhDW1SgbtnCmdcP15KWeZs4VeO/Li31LEx1MXI4W4Y347teNSlX1Jmr0zqybFDD7O6SQqFQ5G4CriW/PjpU8oC0MfJgFOgjCfbNRkHRiuk7p2dzeHePGGq2xv8k5TlTxEZCTKioDaKBpV0shhmI2qepblbx6uIFqtJJlkP8JKTt4gZ4ekdqfIEYeUl5X3Ijmz+ESxtg0zApHF26gazvuzLpfTSa3GeYgRigIEWsdVrQxYpBHtcwq/qKTCOfiCiKLhpeifNM+9jo6bdPQa3bvQZ0n29t4OdSlOcsrbh6cC8oEjsbDdFaPdU8CrB8UMPM9/7YO0Lzj6WGRLOP4OzvsO9Ly/ak/pxBEiSf3JIvdjZ712qWLkTN0qI+5Gifsz19CoVCkSu4d1qm1buBrYOIC4CMPO+cDEfmWtpWaC01zAp7ZlzRWBvjo4ROGWd5nvlNZGrrgFU+UGIUKCmvzjPg+na4uFE8KiZPbFye3BKl0KzCYMgc70ti35FX5oBT0YS1zJ4H3KrI9N+V8opPYU/o+4eEri5oJiqLIOIf9d6R3LI1b0G1V7OqxzkCZZwlhy4W0Ih8vWcz2PEZUTXfpNn/9lo1y7KwvHZTLfM1X7c2zuIrasVlxwRxKzcZDh2+TLqdQgHyp6TXWkbDFQpFzub+GXApIcJRGg20/FRqJK3tb22YAdzaJ8aUaUQ7IzAZZ8pzlrfR6+CpMaSxYhv4Z7Zl29t/y6DA0Xng1QkKlLJsczUaJedWQL5EhGls7OD0UqjQSgYe+vyeuWFrR+ZJ8eUW4yT0MvShvJemIyAqBEpUT/+xQ/xkGlcavmilvKd02uYzESIy6SkU9oQBm+Hq39BomOWZtlRdGH0527qZXeR54yws5CmXvH9BY++IV4s+FCxawrIx9AFgAI+aEpdfoydj/jiTbX21In5ti5iIxNv9M0cMMxDpWoUiJdYNFLUt0x+TQqHIudw6IIIK5VtYHliLVbIWkar1BrT6FBa1ktAhvVZyxTIKs3Gmcs7yNJFBMu34LZR/CXr9CneOQpMPLPlGvX9LuJ9tnEfRHgthlVEy/bWFYuTNawCnfhX1vthwOLEIrm2D1/+AfC4Z+x6e+ophBnBwhnhsdk2RQY3jRlGOF3pA4w/EK5RalVMTN/fJdMAm0NiI5/B5N8yajpRBIs+XoOtcKFw+ceO6dH15KZRxduHPb2hyR75wVy+v5H67qRTa/iH/vTCMRkWNtTeMhlBYtJatFx5Y7f9y9RJkC3E/2EUrwa39ibvhfeLIJfufl5GtHC4ckmXotJIw754D6oTkJC4blbYOzlDGmUKRU7nmDVe2wLk/ZDl+aHs+FyjxIjy8AC3GSkHaD47CLKMybtlGGdcXlXOmuLnPkiNmyg0yDmqnicKeCcUeYoxleGKN0+3jZXprv3iAb+yWwYl8LnB8kUip+5+HbvPBsUDK5zQYxPDS2EB4oKyr2Rd8doqke3wubZBX3bfB2U3y4Tp/l7BdXMICYMVr4H9BlotWEsMsL/DyNChZW0pwFCyVcnuFMs6K3dvDNbuqeGmvUjX2MmzvA4DHpWnmNlHu9TjpE8DDEDHWnB1sWTqoIV7urjg7ZOMlHH1FQi9v7pGCfGd/h7rG2g6BNyTRO/6Xf0Ez+YPO5Uo2GcKqvlLrp+7b0GVW+sP4Ip9CvgLPh9Eb9sgy71ZVFKUiHssf7PPw/hSK54VVr1svJ1bI9/1/rJdd3aHrjyIwVT6Rh870onLO8jbBfhbDDCwCD2mh4VBRHS2WSFmdsddhw1AJA4x4LDLrICGUs7zEGwyST3lrn2W/UvWh+SjrYwXdleci0/9ZyH34+SURHYlLl5lwc6+lHltinIlTf/bUrzDqQuJ5Y+fXwpYRoI2SZa8ueccwM5EeVdg8TJ5XayygfUKIS3mOeiT+BdSVe4mq0/6h/5ITbD53DwDvUS1o4FmEAo722Npko5FToKSMhtbpD4XKicIRSPjivHoi1xobAcVfsHwxAq5Y/3jlVXx2W4qwnlkG/x1N+zF8/4HvKsK3nrBtrMSi53Z2TbHMB1yV2jMb3pU/HhNXt8KKXvInp1AocgapHVyqOwAqJ15zMt3Y2AIa5TnLqzy9I9PuP8OEe+BcNO3H6DwDXlsANok8ljoVgbfWQ/+N4g1rMETW7/zMYphBwmebQ7OlppqJcyulOPv/isj/d6g/7P8moWFWrArkc4VKcb4nTsVk2uFrmOAH/eLJwOtjYdfn1ut0Wlm34V0xzAbthJafSLinQpEMed44y08kOnsXGr/7A0c9BnC64Ryr7X/EtjbPH/IJpFH5IpQpkoz4RnZgay+u/bsn5MfAVADS7yREh4ir/5Xv4d19koR7aHbyx3ve+e8Y/BFvFCfkfur3v3MUdk8ViWDTj/qpX+GbMvBzczj2c4Z1NcuJTSJ38YaxAPs1b1j9hhi251dLOIhCochaohKp8VN/UNb3Iy42dirnLC/y1BeWdpb5ck0yPgcsPu41JNKlrFEVsmAZeO8gNHzP0maSv9Thiw6GvdMl7PDpHVEuNbG0i3jdrm2XvLahByzbhh2WqYMzvPUnjL0B425IQehGw8Rw8+ok4ZdTg8UgrdAaLqyFoDj1b3dOgsM/yPwr30soceuJz3+OmeKZydNhjTqtlgJEYHBwQWNjQ5P3fpQNJyxu8EW3i1jtU7dcJtYyexbcvCQeO+KxxQt0ZpmMALl5SdJqqbriYfM9JOGQNnZ5M7zRJDvdcwn8OVjmTSN/KXF1m3Xtu3oDoVJ7WPOmLPtfAO9P5Ie7cLkM63KWYDDAw4sSVjJwKxxfACVekAKi17dLMci47J0OEU8tCqB58bOkUGQHAdetlz++nP1hUrb2ynP2vBIeCM7FEq7X6+DPd2W+Vj/JF8sqBnlLaSEbOxEU8aglitYaGzF+PJtL6O6JRfIy0foz2Dfdshz+SP7nStaGyYEy8BG3xERc71mFlon3JZ8LdJ4pEUsLW8Ko83BolkVApOs8qNs/o965Ig+QZz1nZ3euwHa6uN41+QtZbYsc4wtArEtJPujeltfqWBIYW1Vxy7I+pgmN8VbuniKuehOB161juE2GybRiMLeO/LjmJa78bSmA+cJrMPmx5F/cPiAFWlNi/TvWyx2/hWqvSO25uCx7FfT6jOlzVhF4XYo9NnwXXNyg7ecSDvtib+t2ZRpB5Q4yf+wn+KKQeBIVCkXWoIuXX+bqkf2DIzZ2KufseWTf1zCjogzOxY8wObkE/E6ICt9r2RAxYu9orfTo4GTtlSqViPJfjR4Jha4qtJKprX3iRmhqKFZJyhVFPoGvS8M/xiLK/dYow0yRZvKkcabTaqlz5EPzsns96+TV/K6FYcge7Adt441GZfn+9dpcmPoy/3zSmkYV0hFLnRVU7SLT++fkxyGuQVYzTuL40P2W+ae3rXOJnnceXrJ4uEDyJGztRMnszmHLKFdSPLktceNlGknBSGc3yx+BWzWZlmsGZZtC0B248w98V0H+1KJDM+c9ZRQGAxz9Sea9Oltva/SeFIMsVkXi7ttOgVd/sG4TVxU0uXPER6+DzR/C7i/S12+FIi8S+VSmTUfCWJ/E83SyGhs75TnLzTy8JHlY/66Bv0fLulv74cA3ljazq8H+b2HvlyKUcdCoUNhneZZ3N1W0mmCZbzNZQhCLVpQyMVOD4Z3t4vGqlEE5mC9PF0VCE698D14dM+bYijxFngxrvLB/HbWN85ccavJCtURGV+LVWnB1tMfVMQcX5XV1Fy/HxT9ludFQ2DpGCpOaKrRDwuKJlzeLpyQv8OiKZT6umlT9QbB1NOyaLEUmNRoJ+1zRUzxqn9wBgx4Wt5H2XeeJcWaXz3KMF3uLNG6ZBqJc9UMt8Z6ZmFMTRpyWxOa08N9xOXfp+plbFPrYAgmDbTI8odRtobLw6pyE+0wNhuMLRdb40SVY8xb0Xm55UIwOk3wE9xqS5/drB+jwFTQxDowcXwTbx1mOV6aR5EjW7JMpb1GRRoLuikx789HWYT6K7OfRVZm2+lTyYnICKucs9xLoAwuaWq/zbA4bjXlc7x+V/7OIQNj/laVN2SbQZXba/9eyCjsHGH5K8u9r9Uu4vVxTeWUUGg28vQWu/CU6AKmR8VcoEiFPGmdR1/aY58NcK2RjTzIYU20RgCqdLIpG8em5RKqw5y8Cp5bAkXlwZrnkSbV/jj0YJpn4QTuta/xoNCKFHx0iIXpvbRAJ3dvGBOFvy0nYqMEgxkuxyglDiGztxDADKFha4t9NIaQg3sy5tSWxOKUHXW0MzHkR8hcSxUQQI3v4ybQXvEyKYD+4bExuvnsMdkyAopWh/bSU941Lo/fkunh/In9IZ5ZahAmWvQL3z4on0XS9zq6QP8kbeyzhpSZM0uDuL4qMf3aHaeVlDAZRNQMxsLv9pEop5CQiHoODa84xzEDlnOVWLqy35F7HxRTC7+wmg7rjb8LtQ7DvS6jYFqp2llytnE6xyvLKKuzywYu9su58iucSjSGT1dbq169vOHXqVKaeI62c2rKA2EfXKVL7VcpVb4ijUyarC2UV51bCpvdlPn4Rx8Q4vw42xDPgJt7PWX/4GcmuKXBsPnz2KOGD/90TsKS9zNs7W4pdxqXXr6mv1XFpI6wbCG/+KXVP4o5K1n5TPBIOrvBCN/FMFK0o2/R6OLnYUmQzPv1WixpUw6HpN150WqlJ43vIen3nmen3ovr+I+pXaWXwLvFCPr0NJxbDdW/LtvqDJe/NsaD1e719ULw6dd5MeDxFxvDgPCx8ybJcpRP0W6UM5pyALhbmNwY7R3j/cHb3xsKcF2UgpsfC7O6JIjm0MZJbvPE9KdRsokBpEdS4c1iiNUw1vN47BB41s6OnCsXzSKr+RPOk56x+1/ezuwuZQ82+YpxVap+69i+8ltA4u7hBklcNBpFVf14MNYNBHuoLlkn8AbN0A8u8yTDrt1qULn+sLzl9aSmi+MJr8jLxznb4rZPMn/tDpjGhUpwyNhK6LxBv5vo4ctgN3xOPpjbSsm5VX5mWbSIeJtN7MRhkBLSAh4x0htyH0Adxpg8g9L5Mwx/Jn6+J/IVhxJlnC03xbA4eteHBOVmu1B7uHhfJ403vg8YWBu+ERXHUrsq3kOuu0YhxWqmd5ED+/bFsP7VEXgAN3pUQrg1Dpeg6wOYP4LVFUCteMV5F2tFp4d4p+bzbO4uxDPD2X1Ka49QSuLJFiqfa5sm/jZzD3ePycN3rt+zuiTU2ynOWK1j/jvzXxOfD46I6WLO3DABEBYkasTLMFIosJ096zp5rYiPlTzK1D1DaGAlTiA6VB7AW40TJ6J85ovw46iIEXLMULb3mLTlJ7i9m3nvISB5dhYvr4eAMWW42KunQzbAA8Vhd2iCj0pP8M9ZTEBUM35YHg1Ehc8ge2P6JPBTHp9lH0P5/luXAG+LZi1twE8Qg9+ooUsfbxiZ+XseCokhZwMMyLVgaHFygSAVReivg8ezvT6eVz1ChctZJ0MH3xGC0c5B+RofIeZMj9KHUjAt/lPJ5X+wNPX95tr7nBP75XsLVKrUTA7VcU8mNjAwSUR+DPvMMo00fwrkV1uscXGGcjxRXn2XMW63VL3tU2RQWvCdIBMCYa5JrnFP4yn7xxwAAF6BJREFUqZEY9zlVHCKvE+gjER37vrSs671U8tTrDcw4UQyFQpEcqXqoVMaZwsK3nvID3WW2qBrePmjZFrcmGEg9kMwUqMgIdk6GI3Ot1016mHwBSFM4osYWpjxJul168T0s0sPNjd6h2dUh5J5lu11+GHZI6sXEv74394nxGBivxlFc2nwmxpGrh9Q9cvUQeeHcSnSYGCw/xBm9ff0PuT5nlsMJYwiVbT4YeTahmElu4c5R+C2Vql7jbqZf7jkx/C/Cz80Sru823xI6OtMLwowlOgZsSbreT07h/lkZqMrIZP9nZfdUMcA7z4Qi5cGzhXzHL2+GknVSrosYfE8K2p77Q/Jaxt3MWWGmC5rJ97LvH9ndE0V8nvqKSJWJAqVEvbB2IiIZCoUiM1HGmSKNzK0DT24lvi1/EWuvjZ2jeNVcsrHu28GZ4o1q+YmEY8QlLABmVjJ6hkqKrP3EBykbKqb9CpWTQpKZzb+rYds4eQ/13paimild0ye3xegs0xhu7IYLa6F6N2j0PpRrkvl9zg5C/UW6uWoX65pyj67CfKO4S4N3Re7fJPbiUSvhcbKb00vh1gFoNhKu75REexs7CHsIf31kkSOv/ZaEFt5JJKcobm5gWIAIdTgVkdDWmHAIvCb5I8F3oXi1pEOTwx9LnbpDs2S5649waLbIT1doae2ViQ6Dr+MYvs7Fxfh/bSEUryrHOjgDmg4Xr2x2otfDdDe5jpU7QJ9l1mJJ6cH/ggjmJDewkxxxc1rjUqA0hPiJ4FDLT6UQbnmj4WtrL/f2zhHY/41FoAgkDLr2G+nrS2axsKUIF725Nrt7oojP/m9g/9cyX/st+a7nhPILCkXeQxlnijTybXlrA6zqK/KAE1ekodH7cHyBzLf8BFrHU9zLKq7vgJVGyXWnYvDeAdgyQgwXVw95QP/nexnlL1lbHlzjFRtPknMroXRDKSqpyPnERsGSdvIAHZfKL0udmeSMhfBA8VwWqZjQwE8O0+9mxGP5vOyaLMsfnhQ58fgqZieXwN5plvpUieFYUGSf/S9ApbZiZPjsEG/2g3/FWFrSQR7m670jyfs/1JLckO4LpHRGbES8a9Ah6Yfl33tY8vcaDJH8wORIysCo/DL47JT50g1lQOT8arn2ulgZpa/c3rr0RGYQHSblHMID4OFFy/piVaRPDy9J3uL1HZI/98Y6qPJyyseNCoFvyoiC6IfHk24XGynhhiXrQsXW1tt+f028o80+sq4bBRIirou1KLNC0jXDbB3k8/zuXskVzUksbiuf4f4bsrsnChN6nQyamAyzSf7PPlChUCieBWWcKdLI/Cbw6LJlefxtGZE/uUTqgIGEBfqftzykpUYVMiN5fFPCK++fTbmta0kYfTlnhf4oMoeb+0SBMjmmBFl/FkIfwo/1RJgFYNAOKNs48X1NPPhXPoOXNsoDflJ0niklBWxsxRu1x5jnqLEVr9k/31u3t80nHh6vTsmf/+ZeODAD/juS+PaCZcUIKuAh/Qy5JwZao/fE4DOxZxocminz/dZAlQ6p/55c2y7CNHb5rcVqksPOUQzPQmVS1z4uuljQxaQsTnR+LWwwehSrdISW42Hpq4krr5oYsEXu5fk1UHeAFFiP713f+6Wl2C5AtVfF03Vjr4Tx5S+UUPkUxCgNe2gxsl4aC20nW7ZHh0oeUKm6kle4YagY4+VbiqHnd8LStlxz6DrXouqaE/m1o3j73v4ru3uiMHFisSUX+fUV8tlVKBTZiTLOFGkk9KF4yZ76yoNDl5mWbY+uSq5T9a6yPNVYb2vwbimQnBUGUMA1+Kmh9bqP/rXE0refJup/K3rKA1nFNtB/Y+b3S5EziI0Sz++9M+JtOjhD8tJMoiLDT0m9m5gIqfO2oicE/2fZv8EQ+QwdniM16tpOsVYqM3lQ4pOvIAw7KCI6p+Mp6FVoBbf2y3z7/4nnOW6du+hQUUfURqZNGTXuQMqALRLyWaahKPiZPIBP71jn6qGRfMbIIKlBB1C9uxiFaSXiiQzcBPvBlb+hVD259ltGQN23xYgwFbA1UaG1eITKNBTDKTUYDPB1aYgJk7yshkMlnE+vB120GH07JkGlNvDXx3I/u80XkRg7B+uSAD0WS58MegkhjO/BMlGrn3j9zvwuYgl3j6X+uhQqJ5+ZK0YDpWAZMeQqtIS2U8G5aOqPpdOKcX95syib5tRCvyaWviLX9p1tGX9sXax8BnKat/BZMD17xUbI9ym1Axd6fcKQxMggGQgoXF4+9/fPwr6vLB7tYYfBvUbG9V2hUKQXZZwpMpFHV6TWDoB7TXnoy0jCHslDSYMhYvjF94xU6wodv5YQH7/TMmI+eKdFKMFnt4QzZqRwgiJ3cmMPrOghD+0V28D3L1gUM5uNksLii1tLjlZ8TOqlT25LEXGAOv3h7O9iALy20Lo4s8EgXo9Nw+Tza6LP70aPSwYNYoTcl4LeL41Jvjj0wRkSCnf3REL57He8xeBJbx5VSvidEqNNo5G8tj1x1Ec/8RVj99As6Dwj6ZDHP4fAhXXW614aa/H6uVWDgCvW2+N782MiEs81DXskRpRBL4bPhqGJhxIWrST1+PIXhv+OioeuzWQxtAKuy29MfMMp7JEY289LKZLUsLy7GFBDdsv3IK2f9YMzxQPZ/n9Q4kW4vFEGLmztRE00zF9UX0dfzXnlHAwG8YIW9rQefInfxnRNji0A70+tt/dbLSG4/udl0OHAd2KUOhUW8Zh7p2WgQK8Dz5ckdDoiUMqPmMhfWDzl17aJKi5A4w+h41cZ/pYVCkW6UMaZIhPRxcK0OIZP/JCxZ+HuSckhAmg6Urxha/vLsoMrjLuReQ+UiucPvR7+ZxxxbzQMjseRgv/8qYxC3z5k8SYBFCorxb5BDABtpHiUQcJ9HQsmbxRpo+Vhv+4A63DC7OSX9pZQuYbvQefvkm+f0ZxbBfu/slxXE/ZO4tUsWEqMnQ1DpMRHXKNr0kOR+t86JvFjl6wj3oLeS63rC6YVg0HOcX4tuBSHbj9JqKsKjU6ZzR/KgIFrSamp+NH5lBUoQQrYX1gnYjmpJbvVgrUx8PcoiTRxrymDlSY1U5CBGGc3yTEtXl1EXW7tS3gc15ISFhs3nSAuzm7ymYwIFPGYQmUk99TvtLXXv2Zf+Q5c3iQDCHb5RfSjYpu0eWsVCkVmo4wzRSZjCm008eoPUi/lWTAYRNI/KijhNgdXmOj3bMdX5E2Wd7c8HDkVFeGKl0ZLiJ2JmHDxkNk5ikd291SL+A1IaFmf5bk3tCo6TAzMIhWyr7yCXger34Tr2xNuK9NICizHxakYfHQO8rnKb0PoA/FGxUYCGri2VbwIxSpnSfcVyXD7ICyLk9NUsKyEnSelCnh5ixh0Jg8PQOtJEornd9KyrlgV6DpPjI+5tSWPskYv6LUk+f5Eh4mHNTpUBmWcjEbKf8cklLBweVF0tbGVwRSfnSIaU/ll4/dDIwMJMWHyufM7CY6FJDzQ7xT8u8pyLhs7iebwOyVevfBAMeh1Wuucx2JeUt6hsKeE6Jq+hzf3iQeseHV5n6Yw3qIVZXApIlAGC0wYDGL42eWTc8f1PIc9knU5PQxWocibKONMkcmYjLOmI+DIj/BCD+j9W/L7gPxhRYdY/3nEhIs3LjoE5ryY0MMB8P5RkR5XKNKKwSBCFnYO4FEn9aPJDy8bcznKicBDZisO5hX0evE0GAyicHh0nmVb72VicD28CCVqqJH/3ILBIKGJB76BSu3FAB+4VQwOO0cxfEwREa/Ohb9GyryDiyhhetSCTt+KRyw6VMq6uNe09lrqdfBdBRm8cywk6pmmkg+xkXDqN/lf2TpGDJzMpEIr6LsS0IgCYtx+mp6r9DoJobbLl75QT4VC8byhjDNFJvNdBchXQEa2f+0kCnJtP5c8mOTY8z/JNRl7A04sEgEGXYxsq9FTkvDf3Sejiw8vymhs1VdUcVOF4nklNlK8DuWaqfpLzwPxix4nRbup0PzjtB075AHMqWGdH1iyLtw/k7Bt+RYyGBjsB0UriBeudEOp/+ezQ8oquBSX9WikfXiADBQGXpOQ20JlxWD0bCH/U7ERcm63qsrYUigUaUUZZ4pMRmf8c7S1g+9rWAQV4ibkx0SI56FIeYnTX9IeHpyTbXUHiJpefErWhSF7LA9pN/fJqKoK01AoFIrcweK2cC/ef3/rz0So6f45qN0v/QXLDQYR1DBFV3jUlhBEU53OtlOkplxyeaEKhUKR9SjjTJGFxJWsrj9IpKiPL4TtRsnsCfck/j9+fSeQ3IRyTUQVz8FFGWEKhUKR29k2TiIjWoyXOntZoZyrjZGQSBUKq1AociapMs5ymB6tItfiURPeOyQG2qlfZSRze5xaRl+XkgRskHDF9tOk8Gu5ZtDkg2zpskKhUCgyCQ9jWKNT0awraWLnAHbKMFMoFLkb5TlTZCwX/4T1gyzL9QdZ12FpPhraTcn6fikUCoUi69DrpVZZtW45ry6ZQqFQZA+p8pypzGtFxlKmkWW+xTgJbxx91bKuUrus75NCoVAoshYbGxF4UoaZQqFQpAn1q6nIWAqWhtpvSSHMlp/IugIeUqQalLqVQqFQKBQKhUKRBMo4U2Q83eYlNMKUUaZQKBQKhUKhUCSLCmtUZDzKEFMoFAqFQqFQKNKMMs4UCoVCoVAoFAqFIgegjDOFQqFQKBQKhUKhyAEo40yhUCgUCoVCoVAocgDKOFMoFAqFQqFQKBSKHIAyzhQKhUKhUCgUCoUiB6CMM4VCoVAoFAqFQqHIASjjTKFQKBQKhUKhUChyAMo4UygUCoVCoVAoFIocQLqMM41Gs0Sj0RzVaDSfZXSHFAqFQqFQKBQKhSIvkmbjTKPR9ABsDQZDE6CCRqOpnPHdUigUCoVCoVAoFIq8RXo8Z62Atcb5nUDz+A00Gs1QjUZzSqPRnAoICHiG7ikUCoVCoVAoFApF3iA9xpkzcM84/wQoEb+BwWBYZDAY6hsMhvpubm7P0j+FQqFQKBQKhUKhyBOkxzgLA/Ib513SeQyFQqFQKBQKhUKhUMTBLh37nEZCGY8BtYBryTY+fTpQo9HcScd5UkMxIDCTjq3IGtQ9zP2oe/h8oO5j7kfdw9yPuoe5H3UPnw8y4z56GwyGjik10hgMhjQdVaPRFAAOAXuATkBjg8EQnK4uPiMajeaUwWConx3nVmQM6h7mftQ9fD5Q9zH3o+5h7kfdw9yPuofPB9l5H9MckmgwGEIQUZBjQOvsMswUCoVCoVAoFAqF4nkiPWGNGAyGp1gUGxUKhUKhUCgUCoVC8YzkdjGPRdndAcUzo+5h7kfdw+cDdR9zP+oe5n7UPcz9qHv4fJBt9zHNOWcKhUKhUCgUCoVCoch4crvnTKFQKBQKhUKhUCieC5RxplAoFAqFQqFQKBQ5gFxjnGk0mjLGqSa7+6L4f3t3H6t1Wcdx/P1BOCKVZqVSsNJxrMSTWCsNQUvIsRw4s7SyOdOZ1VqNZq0moJVNC7V0zDXLNlfDHkaPkuthZg/mbDajBwqhJGOi9iAQKHDA8+2P6zrjnON5uM/B3b/ruvd5/cN97vt34Lv7w/W7r6ff7544SdX8nzPrZG6LZs2SdFTTNdjBc7/UnmvFfzhLOkvSXcBlAOGL5Koj6c2SLpR0WET0NV2PjZ+kVzddgx0cSTMlXSrpK5IOdVusk6TFkm6VdFjTtdjESFokaS3pu2KtQpLmS1oA7pfWTNJrmq5hOBO6lX47SDoGuBY4EtgMPJyfn+RORfnyTJKAlcBs4FHgREm3R8SmRouzccmdwC9LWhoRD0qSP4zqIqmLdD59AJgCXA6sknRIRDzTaHHWEklTgDVAH3BVROzOz7s9VkLSDOAzwOFAL7A/P+8MKyFpMnAz0A3skDQfuL6/PVr5hrS31ZLeFxG/LWl8UdzKmaTJuWM/HbgrIs4DPg0sBCjljbOR5ZNX/8z8/og4G/gQ8GLg+fkYbwOox+mkzsRS8CxhpaYA6yJiFfAlYBGAB2b1iIh9wH3ArcBcSddImun2WJXXAXdHxPnAx0kTlz6n1uUooDciFgEfAN4AvKTZkqxVkg4FjsiPTyH1ST8CZY0vihqcSboI+B6wDHg0Ir6TX5oOPJiPKapmGyxn+F3gCkmzgIWSXgEcQjqBnQX+MCqZpB5J1+bHAjaROhV7c74eXFcg53hd/rEP+FV+fAIwTdLlko5upjprxZC22EVabbkamEU6p35S0msbLNHGkDP8XP5xbUTckR/PBrbmY9yvKdiQc+k+YEm+D8KO/NzCZiqz8ZB0CbAWuFHSaaS+zWxgd2l9m2JOCJKmAheQBmb/Bt4jaV5+eSdwrqTJJY1sbbABGS4HtgMnAw8BVwAfA54mbW8spgHYsGaR2t+JeRC9Lbe7m4CLJU314LoK3cCFknoiYndE/C4/fw/wYeAM4I3g9liwblJb7ImIXtK21Jsi4hOkz8ou4HhwhgXrBt4taXZERN6eCrAReJukKe7XFK//XDonIv5D+nLiLwIfJPWjN4PbYMnyzXfOIWX2R+BNwN6I2EPKsqi+TaODM0kvl/ROSS8jzQI+QtqDvRr4B3CGpCMjYjNwP3B2Y8XasEbJ8OvAHuDPwC2k6112kk5yXjkryIAMX5qfeh5pBXs5QERsz3u015O2VS3Lv+cPooIMk+M0DuxEGOi/Octf4/ZYlFEy7G+L90bEtyRNy5k9DszIrznDAoyS4QpI21PztS0PAfcCJzVUqo1glAyvBIiIlfnxauAJ0kS022BhBuQ4HZgJfDsi/gb8EnhrRDwNkD8Pf0NBfZvGBmeSekgXN59E2ns9F3gGODoidgHr86Fz859PAV1e/i/HGBn+jzQzOAk4Ll/bcj/wsDMsx5AMl+U92D+IiKXAJEnn50P7bx50PXCqpBf6g6gcLeT4jnzc8cANkm4DLgJ+31TNNtgYGaq/LUo6GVgjaRVwHqmDbwVo9XwaEX2SDgeOJU1qWiHGyBBJFwBExMaI2EbaHbSuqXpteANynEPaufWCiPhGfnk78Nchv3IjBfVt2t5JlvR2Se8ndeI3RMQy4GekUW0X6ULnGXl02wv03y74buBHXv5v3jgy3ATsJc06QVoNXeMMmzdChncC80gXOAPcAFySZ3n35e03O4HFEbG9mcptoHHkeGnOcRNpBv9O4NyIuKeJuu2ACbTFdaQZ3j8ACyLigSbqtgPGmyFAnsD8JvCnBkq2IcaR4XuHTDCvJ203tgIMk+OVpP7pKfk6M0i7DXbl4+dIelFuj0tK6duoXQNEpTv4fTX/uJt0IaWA60jb4BYAPaS7wm0hjWovAzZGxNVtKdJG5QzrN0aGvaStw93AqojYJekW0ja4q5qo14Y3wRyfjIgVTdRrzzbBDLdFxPIm6rVn8/m0fs6wM4wjx5Wk685eD0wFHgM+FRE7hv6dTWrnylkf8PeIuJj0PR/zSSst3Xk2/hHSNUo/Jr1ZnwX+QrpQz8rgDOs3WoZPARtIq5/H5uNXAL9of5k2honk6FWyskwkw583UKeNzOfT+jnDztBKjtNIq2bHAKcBd0TER0sbmEF7B2eTSBfhERFbSZ32rcBiSd2kpeElwJZ8C/15wOdLWWI0wBl2grEy3ACcSZp5IiKejAh3CMvjHOvnDOvnDOvnDDtDKzmeno+9PSJeGRE/bKTSFkwe+5DnRkTsJ79xSt8PcVxEvEXSu4BrgG2k26zvyneG6yMtRVohnGH9xpNhc1XaWJxj/Zxh/Zxh/ZxhZ2gxx8eAPRHxz+YqbU3bBmf98oWU+4D7JJ0AvAr4CemN2xIRj7e7JhsfZ1i/FjJ8osn6rDXOsX7OsH7OsH7OsDO0kOO/mqyvVW27Icigf1Q6B/g+8FPSns+vtb0IOyjOsH7OsDM4x/o5w/o5w/o5w87QCTk2NTg7EzgV+EJEeNtbhZxh/ZxhZ3CO9XOG9XOG9XOGnaETcmxqcKYSvuTNJs4Z1s8ZdgbnWD9nWD9nWD9n2Bk6IcdGBmdmZmZmZmY2WDtvpW9mZmZmZmYj8ODMzMzMzMysAB6cmZmZmZmZFcCDMzMzMzMzswJ4cGZmZmZmZlaA/wN2lF2sKgI8/gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('中国平安','20050101','',N1=20,N2=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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npzNo0CDKlSvHmjVr7Po9c+YMrq6upKens27dOnbu3MmNGzdYv34969atIzU1tcifVaopCiGEEEIIIe4bRqORTz/9lKpVqxIcHEypUqU4deoUvr6+bN26lWeffZb9+/cTEBDAtm3bqF69Ol999RWpqanMmDGD3bt3W4Oxzp07c+jQId555x1WrFjBwoULMZlMBAYG8vDDDxMREUGtWrUACAwMpG7dunTq1IlZs2Zx8eJFHBwcSEpKYsqUKZQsWbLIn1WCMSGEEEIIIUQOM348zl+XbxTpPetVKcW05+rn2aZcuXIsXboUV1dXAP766y8yMjJISUkB4JNPPqF8+fKcP3+emJgYtNb079+ft99+Gy8vL7p3724NsAACAgI4e/Ys3bt3Jz4+nvHjxzN37lwOHz7Mzz//zOzZs1m3bh2HDx+mRo0aODg4cPPmTb7++msAtmzZwvXr14v0PWSRYEwIIYQQQghx33B3d8fLy4s5c+YAEBcXh9FoJDExEYBhw4ZRrlw5oqOjMZlMmEwmYmNjeemllxg+fDghISH079+fsWPH0rJlSw4fPsyuXbv47rvvKFasGOfPn2fOnDkkJSURFxdH1apV6dSpEx9//DHBwcEApKamEhkZCUBsbOxde1YJxoQQQgghRNGZ4wEenaBX0L0eifib8stg3U3x8fH4+vri6+tL//79ad68OePGjeOnn37i1KlTlCtXjkaNGnHlyhWqV69OuXLlSElJ4YcffkBrTa1atazZsY8++ogRI0bg7++Pi4sL7du3Z+vWrRw4cIBt27bx+uuvA3Dr1i1r/1euXGHp0qUAxMTE4O3tfVeeU4IxIYQQQghRdG7GweFVEoyJv+Xhhx/G0dGRyZMnk5CQQFBQEBUqVODbb7/lww8/5MqVK2zcuJHY2FguXrzIyJEjKVasGJs3byY6Opq5c+dSpkwZoqKiOHfuHE2bNsXb2xtnZ2cOHz5Mly5dcHBwoG/fvrn2X65cOXr27AnAwYMH79pzSjAmhBBCCCGEuK80bNiQ119/ndatWzNy5EiSkpI4ceIESimOHz+OyWSiZ8+e+Pr68uGHH6K1JiYmhvbt25OWlkazZs0AWL16NW+88QbFihVjz549ANbMmJubm12ftmXzs6ZKAtbpkUajEUdHxyJ9TgnGhBBCCCGEEPeNy5cv89JLL/HOO+/Qtm1bVq9ejdFoZNasWZw+fZr58+fj7+9P9erVAXj77bcBKFOmDDt27CA6OpqZM2fancsyceJEzpw5g7Ozc45+09PTuXbtGl26dKF8+fJMnz7dei40NBSDwcCAAQOK9FmV1rrIbtasWTMdFhZWZPcTQgghhBAPmOnult+T7u04xB05ceIEdevWvdfDuCMZGRm4uLjk2SY8PJyqVatSoUKFIunzNu9LFfR6yYwJIYQQQgghHnj5BWIATZo0+QdGUnAO+TVQSpVRSm1VSoUppZb8E4MSQgghhBBCiH+7fIMxYDDwjda6GVBSKdXsLo9JCCGEEEIIIf71ChKMxQOeSqnSwKPABduTSqkRlqxZWFxc3N0YoxBCCCGEEEL86xQkGPsVeAx4HTgBJNie1Fp/rrVuprVuVr58+bswRCGEEEIIIYS4+9LS0qx/zszMJDMz8672V5BgbBrgp7V+BzgJDLmrIxJCCCGEEEL8T8vMzKRt27YAvPzyy5w+fRowb8B87NgxAKZOncru3buZNGkSH3zwAcnJyXTu3Bmj0Wi9j8lkIj09HTDvE9aiRQtiYmJu22/Pnj3Zs2cP0dHRfPnllwwdOpTo6GjOnDmDwWAo8ucsSDBWBmiglHIEWgJFVwtfCCGEEEIIIbJxdna2brDs7OzMlClTeOGFF1i7di0pKSmkpKRQqlQp9u/fT2xsLKdPn+bcuXOUKFECR0dHTCYTJpOJHTt20L9/f4xGIzNnziQ9PZ1BgwZRrlw51qxZY9fnmTNncHV1JT09nXXr1rFz505u3LjB+vXrWbduHampqUX+nAUpbT8L+BLzVMX9wKoiH4UQQgghhBDi/vJTAMQcLdp7VmoAPh/k2WT//v0EBARw5MgRhgwZgqOjIzNmzKB27doA7Nu3j/j4eOLj41m0aBGNGzfmqaeeYtGiRURGRvJ///d/REZGsnHjRjp37syhQ4d45513WLFiBQsXLsRkMhEYGMjDDz9MREQEtWrVAiAwMJC6devSqVMnZs2axcWLF3FwcCApKYkpU6ZQsmTJon0XFCAY01ofBOoXec9CCCGEEEIIkU3r1q3Zs2cP7du3Z+HChXzzzTd8/PHHVKxYEa01oaGhTJo0iejoaN566y1OnTpFTEwMR44c4f3338fDw4MlS5bQokULAAICAjh79izdu3cnPj6e8ePHM3fuXA4fPszPP//M7NmzWbduHYcPH6ZGjRo4ODhw8+ZNvv76awC2bNnC9evX78qzyqbPQgghhBCiaGhZzfKvkk8G6265desWP/zwA+Hh4Xz22WdorTl9+rR13Vi9evV47LHHmDZtGl9//TVjx47F2dmZwMBA/vjjD1xcXKhZs6b1focPH2bXrl189913FCtWjPPnzzNnzhySkpKIi4ujatWqdOrUiY8//pjg4GAAUlNTiYyMBCA2NvauPasEY0IIIYQQomho070egfgX2LRpE3FxcTRp0oQJEybwyiuvMHHiRB555BEARo0axblz55g8eTKnT5/m8OHD/Pnnn0RFRdG7d28AfHx8rPf76KOPGDFiBP7+/ri4uNC+fXu2bt3KgQMH2LZtG6+//jpgDgKzXLlyhaVLlwIQExODt7f3XXlWCcaEEEIIIUTRMBnzbyNEPgYOHAjAhg0bAFBKERYWRlRUlLVNmzZt6NevHwcOHMDHx4f69evj7OxMkyZN2LhxI1OnTgUgKiqKc+fO0bRpU7y9vXF2dubw4cN06dIFBwcH+vbtm+sYypUrR8+ePQFzBce7RYIxIYQQQghRNCQzJopASkoK+/btw8npv6HKjz/+iJubG2AuVw/g5+dHiRIleO+993jssceIiori+PHjuLq6Eh4eTrNmzVi9ejVvvPEGxYoVY8+ePQDWzFjW/bJorTGZTBiNRtzd3fHy8gIgMTERMJfGz6rwWFQkGBNCCCGEEEVDS2ZM/H1aawYNGsSMGTMA855jK1eupHr16gC0a9eO69ev8+qrr1KzZk0OHDjAX3/9xZAhQ5g7dy4VK1akT58+fPvtt7z99tt29544cSJnzpzB2dk5R7/p6elcu3aNLl26UL58eaZPn249FxoaisFgYMCAAUX6rEoX4ULLZs2a6bCwsCK7nxBCCCGEeICkJ8OsquY/T0+6t2MRd+TEiRPUrVv3Xg+jQAwGgzV7lpXVyspcaa1RSuW4Jjw8nKpVq1KhQoUiGcNt3lfOjm9DMmNCCCGEEKJoyJqxf4XbBTL3G9tpjEopuymEtxt/kyZNiqz/okhqORTBOIQQQgghhJA1Y/8Cbm5uxMfHF0mg8W+mtSY+Pj7HurPCksyYEEIIIYQoGhKMPfCqVq3KxYsXiYuLu9dDue+5ublRtWrVv3UPCcaEEEIIIUTRkGDsgefs7EyNGjXu9TD+Z8g0RSGEEEIIUTRkzZgQhSLBmBBCCCGEKBqSGROiUCQYE0IIIYQQRUP2GROiUCQYE0IIIYQQRUMyY0IUigRjQgghhBCiaMiaMSEKRYIxIYQQQghRNGRvKiEKRYIxIYQQQghRNGTNmBCFIsGYEEIIIYQoGrJmTIhCkWBMCCGEEEIUDVkzJkShSDAmhBBCCCGKhmTGhCgUCcaEEEIIIUTRkDVjQhSKBGNCCCGEEKJoSGZMiEKRYEwIIYQQQhQNKW0vRKFIMCaEEEIIIYqGFPAQolCc7vUAhHhQ3bp1i+TkZEwmmZIhxIPK0dGR0qVL4+Licq+HIsS/g+00Ra1BqXs3FiEeABKMCVFIiYmJ7Nixg6tXr+Lu7o6jo+O9HpIQ4g4ZDAZu3LhB9erV8fb2xtXV9V4PSYgHm20BD2MGOMm/KSHyIsGYEIWQlpbG2rVradq0Kb169cLJSf4JCfGgS09P59dff2XDhg0MGDAAJT/JF+LO2WbGDOkSjAmRD1kzJkQhnD59mkqVKtG0aVMJxIT4l3B1deXpp58mNTWVq1ev3uvhCPFgM2XLjAkh8iTBmBCFcPHiRWrUqHGvhyGEKGJKKapXr87Fixfv9VCEeLBlz4wJIfIkwZgQhZCRkXFfrilJSkq610O4YwaDAZ1LKWSDwXAPRiP+l7m6upKRIT/JF+JvsQ3GjBKMCZEfCcaEKKSiWk9y5coVpk+fnus5R0dH0tNv/z+xuXPnMnHiROvnTp06MWfOnDz7u3nzJidPnrQ7FhYWRnJycr5jNRgMRERE5NvuTgQGBuLv7293bN++fbRv375QAdmOHTtISEgo6uE9kCpVqsSFCxcK1DYxMZHFixcDULx4cVJTU5k9ezaJiYnMmDGDJUuW3M2h3ldkrZgQRcAuMyY/3BAiPxKMCVFELl26hKurK15eXtZfDg4OOT5n/eTd1dWVFStWsHDhwhz3cnJyyjMDV7x4cev5q1evEh4eTufOnfMc3/bt2/Hx8bH2n5GRgY+PD3v37s3RNi0tjczMTOvn06dP06RJE1JSUqzHMjIySE1NzbPP/Ozbt4+FCxeyfft26tWrxxNPPMG6deuYOHEiUVFR1KtXj4YNG+Lh4UFwcPBt75ORkcGAAQM4duzY3xrPv4WbmxvOzs4APP300+zYsQMwB9VbtmyxC6xdXFwICgpi7969uLi4kJiYyLJlyyhVqhS///47ZcqUuSfPIIR4QNmtGZPMmBD5kWBMiCLi4uKCu7s7H3zwgfWXs7Nzjs9Z3ySXLVuWtWvXMmHCBMLCwuzuldtP6K9du2bNIDk4/Pef7qpVq/D09KRhw4bWY5mZmdZgKj09HaPRSO/evWnRogVnz54FYOPGjTRq1IiuXbtiMpnsMnFjxoyhRYsWtGnTBi8vL3r06EHjxo159tlnrYFlq1atGDly5B2/r4MHD9KrVy+Cg4OZOnUqnTp14vTp05w9exZ3d3fOnTtHQkIC4eHhREZG0r59e44ePUrJkiWpWbMmVapUoXz58mzbto1vvvkGrTVjx46lWbNmuLi4cOjQIbv+jh49SoMGDW47nunTp+Pr62v9vHbtWmrWrEmFChXo3bs38fHx+T5TdHQ0gwYNon379kyfPj1HdnPr1q3UrVvXGhBv2bKFypUrs2zZMgBCQkI4c+ZMQV9hgbi4uLBw4UJefPFFBg4cyL59+7hy5Yr1fEpKChMnTkQphaOjI4cPH2bw4MHExcWxf/9+vLy8bnvvl19+mf/85z85jptMJlq1asXXX3+d41z2d1BQvr6+OTLJ2fsxmUx4e3vTvHlz6w8OVqxYUah+hBB/k2TGhCgUKQcnRBHRWmMwGOymAppMphyfbTVv3pylS5fi6emZ7/0zMjLYuHEjixYtsjv+xRdfkJCQQPXq1TEYDMTFxVGuXDnGjBnD+PHj8fLyIjY2FkdHRxwcHOjWrZvd9R4eHhiNRlJTU4mJiQHg9ddfJzIyku7du5OSkkLjxo2ZOHEiFStWxNPTEzc3N+bNm8dzzz1X6PeUpWrVqixevJiWLVtSsmRJjh8/DpinU3766ac4OTkxcOBAEhMTKVeuHAAlS5akadOmDBs2jMjISC5evEhycjLTpk2jTJkyBAcHExISwpIlS3jyySetfYWHh9OnT5/bbtAdFhbG+++/z4svvgjA9evXGTt2LKGhoVSoUIGRI0cydepUPv3009s+T2ZmJj4+PgQGBtKyZUv8/PxwdXW1TidNTk7Gz8+PFStWWDcYXrZsGd988w3jx4/nlVdeYc+ePQQGBt7xO/3ggw/46quvuHz5Mm3btmXcuHEAjBw5kq5du1rbHTt2jEOHDvHkk0+yadMmVqxYwalTp0hISGDu3LkYjUaSkpJISkrimWeeAcBoNDJq1Cj8/f0xGo2MGTOG1atX06FDhxzj+OSTT3Bzc2Pw4MF2x3N7BwWxceNGVqxYwbRp0/Ls59ixYxQvXpx69eqxe/duqlatSsWKFQvcjxCiCGTfZ0wIkad8gzGl1KtAf8vH0sDvWus7/3G4EP9SmZmZ3LxEQKgJAAAgAElEQVR5k5UrV1qPGY3GHJ8zMzO5desW169fRylF586dcXJywmg05rqBdFaGy8HBIUc5/e3bt3P58mUOHDhA7dq1CQ0NZeLEiezcudPaJjQ01PrnoKAgevToQeXKlYmMjCQ8PJyePXvm+MbY0dGRKVOmkJiYyMqVK+nXrx9KKXr27MnKlSvZtGkTx48fp2/fvnf8vqpUqUJISAi7d++2Zvr8/f35/PPP7dZ+TZs2jfT0dJYuXZrrdgJ//vkn/v7+PPzww/Tr14/Y2Fi2bdtm12b+/PksWLCA0aNH57g+LS2Nl19+mYEDB1qPnTlzhipVqlC5cmUAOnTowKpVq/J8npiYGEaNGmUNDHr16sXBgwet599++23atm1rF7wkJSVRrVo1EhMTiYiIoHbt2nn2kZ+33nqL8ePH8/jjjxMcHEzFihX58ccf2bdvHyVKlADMfwfnzZuHh4cHTz75JMOHD6dKlSpMnTqVzMxMnnrqKfr378/XX3+Nr68vy5cvZ926dfzyyy/4+fkB5vV5Dz30EAMGDMgxhqioKGbMmEFISEiOc7m9g/zExcUxZswY+vXrl28/SUlJlC5dGnd3dxITEzl+/DgBAQEF7ksIUQSkgIcQhZJvMKa1XgwsBlBKLQRkzocQuXjkkUdIT0/n8OHDTJw4kWrVqvHdd99hNBqZPn06f/zxB7du3cLFxYXNmzczf/584uLiaNWqFU8++STz5s2zTmHMyMjAw8MDMGfTZsyYgbe3t11/WmsCAwPp0qULvr6+7N+/n7Nnz1K9evUcY7t06RJ+fn5cunSJWrVqUblyZeLj41m1ahVvvPEGAwcOZOjQodYMXe3atQkJCcFkMrFy5UpOnjzJkiVL2Lp1K40aNaJEiRI0btzYOt47lfUNtu20y5UrVzJo0CC7drbT/UJDQzlz5gzp6ekYDAY2bNhAu3bt+PLLL9m9ezetW7cmOTnZmk0D+Oqrrzh37lyuYwgICMDHxwdPT0/rurRatWoRGRnJvn37qF+/PsuXL+f555/P81keffRR6zTSiIgIli1bxvvvvw+Yp2QGBQXRsWNH+vTpg6+vL926daNMmTJERkZStmxZNm7cyFtvvVXAN5c726/H8ePHSUpKYtKkSaxfv56NGzdazzVv3pwxY8YAMGPGDLZt28ZPP/1ErVq1eO655wgICCA8PNw6rfPy5ctUqVLFGgx37tyZZ5991m5aZ5bRo0dTokQJAgICqF27NoGBgZQpU+a27yA/I0aMYNy4cVy7dq1A/cTHx1OyZElu3rxJ1apVc9xv7ty5XLhwgQULFuT/QoUQhWe7ZkymKQqRrwKvGVNKPQJU1FqHZTs+QikVppQKi4uLK/IBCvEgGTZsGK1bt+b8+fOcOHGCKlWq0KZNG2rUqEFQUBBubm4A9O7dm3379hEQEICLiwtvvPEG586dIzIyksjISFxcXKx/Pnv2bI7pXlneeecdli1bxqlTp7h+/Tq///47rVu3tp43Go2MGzeOVq1a0a1bN8LCwnj66acBaNmyJd9//z379+8nPT3drpBIRkYGH330EUFBQcybN4+EhASCg4PZvXs3r732GsHBwfj4+HDp0iW78YwbNw6lFNHR0QV6X0899RRvvvkm/v7+1l83b960+zxhwgTatWtnvaZ58+bMmjWL1157jd69e7N9+3YaNmzIzp07iYqKYsiQIXh7e1OvXj3rOG5XJW/37t0EBwdbg6YspUqVYtSoUQwZMgQfHx+uX79uncKYn127dtGmTRseeugh2rdvD5gDnjp16uDn50eHDh3o378/u3btYsSIEfj5+fHCCy9w4cIF6taty+zZswvUT25iYmIICgoiPj6e6dOnYzAY+OKLL9i+fTs7d+60/tqzZw+lS5cGzH9n9+7dy4oVK5g0aRLNmzcnMDCQNm3aEBERgclkIjo6mieeeMLaz+3eZ2hoKFu2bGHw4MGMGDGCo0eP0qNHjzzfQV7+85//kJqayqhRowrUT7169VBK8eeffxIbG0twcDCNGze2WyM3btw4CcSEuJtstyqRzJgQ+SpMAY9RWDJktrTWn2utm2mtm5UvX77oRibEA2jBggUcP36c7t27A+Ysz5EjR6hXrx7e3t68++67dlUKwT4rlJdbt25hMBjYu3cvBw4cQClF165dcXNzo3v37nz11Vds2rQJHx8f6zWOjo60a9eOBg0aMHPmTGrXrk2pUqXw9PTE3d0dDw8Pnn76aS5cuGBXwrxDhw4kJyfTt29fmjdvTlpaGh07diQ8PJytW7fSrFkzevbsybx58+zGWKFCBWrXrl2ojNmxY8c4cOAAYWFhzJgxAwcHB+vnsLCwHOX4s2vUqBHe3t4cOXKETp068eGHH+Lm5sb8+fNzzRJmuXHjBn5+fnz99dc5KleGhIRw8OBBTp06xe+//46/v3++mbEsHTt25NKlSzz66KO8/fbb1vt99NFHPP/884waNQpfX1++//57nnnmGaKjo3FyciIzM5N3332XL774okD95KZfv3789ddfFCtWjA0bNtCwYUMuXbrEokWLOHbsGMeOHWPnzp3WIi4A7733Hp6enkydOpXly5fToEEDhg0bxqpVq2jcuDEhISEcOHCAVq1a5dt/SEgILVq0YNasWXTr1o2VK1eyb98+rl27dtt3cDvnz5/n3Xff5csvv8wR/N2un4SEBH788Ud++uknXFxcOHjwIIMGDWLDhg13/E6FEIVku2YsRircCpGfAhXwUEo5AB2ASXd3OEI8uJYtW8Y777zD+fPncXR05IknnmDIkCHUq1eP8uXL07VrV3755RdOnDjBt99+a3dtVlnxvL7hDQsLQynF6tWrc2yS7OfnR/v27enSpQtVqlSxO/fcc8+xceNGRowYgYeHBwEBAWzevJk+ffowefJkUlJS+Pjjj63tjUYja9as4ZFHHkEpRWJiItevX8fT05O1a9cSFxdH+fLl6dChAxkZGXZr3SZMmMCECRMK9d6y9hI7efIk/v7+mEwmhg4dysKFC3nllVdyTDVLSkoiIiKCixcvEhcXR6VKlfDw8KBUqVLWanutWrWiVq1aefa7d+9eYmJirNM/U1NTycjI4MyZM3Tt2pU6depYn6t169a89tpred7v/PnznD9/Hi8vL1xcXOjfv781WHVycrILDIsVK2bNkmZVu8zMzKRChQp/a7PrX375BScnJ3744QfrMaUUo0ePxt3dHTCvQbQNbhYvXsy2bdtYtmwZ69at4/PPP+fIkSM4Ojri6+vL22+/TUpKSp6BbZbsz+nm5oajoyMlS5bM8x3kZvPmzSQkJFgLsWRVR4yIiOCpp566bT9grjD67LPP8tNPP1G2bNkcGVwhxF1ku2Zs72xoNwEc/96UdiH+zQqaGWuLuXCHzrelEP+jvL29WbNmDZ988gkbNmzgxIkTAPz2228MHz6c4cOH88svv/DJJ5/YXXf06FEGDRpEWlpanvfv168f0dHRfPbZZ3ZTEcFcxMJgMKCUyvWb+cJsZrt582aee+45WrVqRatWrWjXrh1du3YlKSmJVq1a2Z176qmn7IplzJ49mzp16hTqm98NGzawa9cuvL29+fzzz3F3d6dSpUr4+PjQpEkTtm/fbm2bVS3yxo0blCpViqioKEwmU67ZxfyeuVu3biQlJRETE0NMTAwLFiygf//+7Nu3jyeeeIIff/yR3377jSNHjjB16lS7rQNyk5ycTPfu3YmIiMBoNLJ27VratGkDQNeuXVm+fDlaa86fP8+aNWvo2LEjAGvWrKFfv364u7uTkJBgV8SlT58+lC5dmsuXLxfoXeZW4ARg4cKF/Prrr/z6669s2rQpx/nY2FgSEhJ4+umnmTx5snUtl4+PDydOnLBONcxP586d2bt3L2fPnkVrzdy5c2nTpg2urq55voPcvPbaa1y/ft369Rk3bhzjxo3j22+/zbMfg8HAjRs3qFGjhrUiZNaUTCHEP8B2zVhun4UQdgpa2r4zkHNnWCGEVWZmJgsWLODo0aPWgMv25xcjRoygfPnyvPfee7Rt2xYwV4Q7efIkP//8M02bNs23j6xv1LPue/XqVaZNm8b27dsJCwtj8eLFtG7d2lrw404KbPTo0SPHN98xMTF4enpy4MCBPK+NjY3l1KlTOaZi3k5ERASrV68mPDycLVu20LBhQ7TWzJ49my1btvDWW2+xefNmvL29GTlyJElJSXh4eFgzebNmzaJ48eJorfn444+te17ZrhG6E71792b//v307t2bhIQEGjVqZL33mjVrWLNmTY6pb/Xr12fevHk888wzZGRk0LVrV2umbsGCBfj7+/PII49gMBgYN26ctaJgSkoKVapUYeDAgfTu3ZshQ4ZY75mSkkJSUtJtS/Jnd+7cOQ4fPkxcXJy1QqbWmiFDhlirKeYWrL/00kvUqlWLkSNH4u/vz+zZs63TLHv06MGyZcto2rQpvXr1yrP/J554gkWLFtG9e3diYmKoXbu2tZpoXu+gUqVKhIaG8uijjxboOfPqZ9euXfTq1Qt3d3caNGhAUFCQddNrkAIeQtx12pT3ZyGEPa11kf1q2rSpFuLfbOPGjToiIiLXc/3799cffvihzsjI0CkpKbpVq1a6evXq1vMGg0EvWLBAL1y40HrsyJEj+tChQznu5eDgoNPS0m47jnnz5umRI0fqOnXq6KFDh+rExETruZUrV2pPT0+9f/9+PXPmTF2mTBnt7u6uy5Urp8uXL6/d3d11xYoVtbu7uy5fvrz1WKlSpfT48eNz7e/8+fP6oYceyvf9FMaNGzf0s88+q2fNmmX3rM7OztY/GwwG/d133+mAgABtMpl0Zmam3bNmmTt3rp42bZr1c8uWLfXJkyeLdLz3gslk0g0bNszz74KtX3/9VZcqVUoPHDjQeqxDhw569+7d1s9XrlzRlStXtn7euXOnbtmype7Vq5c+deqU1lrrtWvX6mrVqunFixdrrbUOCQnRFStW1OvXry+Cp7q3Dh8+bH2u7EJCQnRISMg/PCIh/mVCl2k9rdR/f6Ul3+sRCXEvFDh+UroIZx42a9ZMh4WF5d9QiAfUpk2bqFevnl1ludsJCwujVq1alCpV6q6NJyMjo1Cb5/5bpaeno7XOcw3Sg2jFihUYDAZeeeWVu9ZHSkoK8fHxPPbYY9ZjSUlJpKWl2W2YnJCQQNmyZe/aOP4poaGh1KtXz5optPXbb78B5iqfQog7FLoUtths0xFwAdzu3v8HhbhPFXh9SEGnKQohCqlZs2Z3vQ8JxMyyV0P8t3j55Zfveh8PPfQQDz30kN0xd3d3a8GPLP+GQAzMWyMIIe6C5BhIS4Ls06q1rBkTIi+FKW0vhBBCCCFETh/VgU9b5LJmTGq/CZEXCcaEeMAlJSXd6yHcMYPBkKNMf9ZxIYQQDxLLf8uzZ8KkmqIQeZJgTIgitH//fsaOHUtycnKB2mdkZBS6j7lz5zJx4kTr506dOjFnzpw8r7l582aOzZPDwsIKNE6DwUBEREShx1kQgYGB+Pv72x3bt28f7du3L1RAtmPHDhISEop6ePdUWlqaXZn7/Jw/f55vvvmG2NhY61qvqVOnYjAY8PPz48cff7xbQxVCiP+SaopCFIoEY0IUoffff59Lly5ZN5/Nz8yZMxk2bBhgDpiUUhiNef8UsXjx4tY1UlevXiU8PJzOnTvnec327dvx8fGxBn8ZGRn4+Piwd2/OHSvS0tLsStOfPn2aJk2aWDfdzbo+NTW1QM94O/v27WPhwoVs377dWhRl3bp1TJw4kaioKOrVq0fDhg3x8PAgODj4tvfJyMhgwIABHDt27G+N537j5uZmtzVBzZo1OX36NGD+Gq1du5bY2Fi79lOmTOH8+fM4OTlx9OhRgoODcXJyYu/evXbFOIQQ4q6RYEyIQpFgTIgisnXrVrZt28bJkyfx8vKiZcuWPPnkk3h5efHUU0/h6enJ66+/bm2fmppKUFCQtVJeVoCVlQ1JSEiw7ut17do1awbJdoPjVatW4enpabchcWZmpjWYSk9Px2g00rt3b1q0aMHZs2cB2LhxI40aNaJr166YTCbS09Ot148ZM4YWLVrQpk0bvLy86NGjB40bN+bZZ5/Fy8sLLy8vWrVqxciRI+/4XR08eJBevXoRHBzM1KlT6dSpE6dPn+bs2bO4u7tz7tw5EhISCA8PJzIykvbt23P06FFKlixJzZo1qVKlCuXLl2fbtm188803aK0ZO3YszZo1w8XFhUOHDtn1d/ToURo0aJBjHIsXL6ZTp0707t073z3UAE6cOEHz5s1xdnamTp06/PrrrwB8/vnnVK5cmZ9++gmA77//vsDZ0YJycXFh2rRpvPjii7z88sscO3aMixcvWs9nZGQwZcoU69fyxIkT9O3bl6ioKM6fP0+TJk1yva/BYKBjx463DXhPnjxJsWLFCjTGadOmUbp0aYoXL87IkSOtP1j49ddfadWqFZUrV6Zjx47WTOs/8d6EEP+wHJs+Z+Ys6iGEsJJqikIUgWvXrvHKK6+waNEi/Pz8AFi/fj0rV65k48aNuV6zYMECKleuTOvWrXOc01ozcuRIEhIS2LVrFxkZGWzcuJFFixbZtfviiy9ISEigevXqGAwG4uLiKFeuHGPGjGH8+PF4eXkRGxuLo6MjDg4OdOvWze56Dw8PjEYjqampxMTEAPD6668TGRlJ9+7dSUlJoXHjxkycOJGKFSvi6emJm5sb8+bN47nnnrvj91W1alUWL15My5YtKVmyJMePHwfM2cFPP/0UJycnBg4cSGJiIuXKlQOgZMmSNG3alGHDhhEZGcnFixdJTk5m2rRplClThuDgYEJCQliyZAlPPvmkta/w8HD69OmTY+PkFStWsHr1aj7//HMOHTpEly5duHjxIsWLF891zFpr+vfvz/Dhw9mzZw+ffPIJQ4cOJSIigqCgIL755hs+/fRTfHx8OHnyZL4bJOfF39+f3bt3k5GRQZ06dZg7dy4AkyZNon79+tZ2v/32G2fOnOHxxx/nyy+/5Oeff+bPP//EYDCwZMkSjEYjERERZGZm0rhxY8AcfM2aNYtevXpx69YtBg8ebA0qszMYDAwePJi0tLR8x7x+/Xp+/PFHQkNDcXNzo127dqxZs4ZevXoxcOBAvvrqKzp06MCiRYvw8fHhzJkzRf7ehBD3geyZsI8bQOXGMHLPvRmPEPc5CcaE+Jtu3bpF9+7dadq0qTUQy09ERATvvPMOLVq0yHFOa83o0aO5cOECO3bsAMzZMCcn+3+u27dv5/Llyxw4cIDatWsTGhrKxIkT2blzp7VNaGio9c9BQUH06NGDypUrExkZSXh4OD179sxRHt/R0ZEpU6aQmJjIypUr6devH0opevbsycqVK9m0aRPHjx+nb9++BX5H2VWpUoWQkBB2795tzfT5+/vz+eef2639mjZtGunp6SxdujTH8wP8+eef+Pv78/DDD9OvXz9iY2PZtm2bXZv58+ezYMECRo8ebXfcYDDwxRdfUKtWLWrXrs2oUaO4cuUKjz/+eK5jvnXrFoGBgQwYMACAvn37MnXqVMBcRKVatWokJiayc+dOOnXqdMfvBmDevHk4OztTrFgxjh49ioODAwEBAezYsYO4uDjAnAmbNGkSL7zwAm+++SZTpkyhYsWKaK25cOEC9evXJyAggLFjxzJp0iSmTp3KnDlzMBqNdO/eHTBnVtu1a0d8fHyu43jvvfeoX78+Bdk/smLFiqxatcq6B1+bNm2Ijo5m586dVK1alQ4dOgAwdOhQRo8eTXx8fJG/NyHEfSC3aYlX/vznxyHEA0KCMSH+JkdHR/z8/HjyyScpW7Ys9erVAyA+Pp7Y2Fhat25NRkYGycnJhISEWDNU/fv3JyoqKsf9Xn75ZWsgdru1Z1prAgMD6dKlC76+vuzfv5+zZ89SvXr1HG0vXbqEn58fly5dolatWlSuXJn4+HhWrVrFG2+8wcCBAxk6dCienp4A1K5dm5CQEEwmEytXruTkyZMsWbKErVu30qhRI0qUKEHjxo3t1jPdiX79+gH20y5XrlzJoEGD7NrZTqEMDQ3lzJkzpKenYzAY2LBhA+3atePLL79k9+7dtG7dmuTkZGs2DeCrr77i3LlzOfrPmh6anp7OZ599Rq1atahZs+Ztx1uiRAlrIAawefNm2rZtC0CZMmWIjIykbNmy1qD477ANkA8ePEi1atWYPXs2O3bsIDo62nru+eefZ9SoUWitGT58ODExMaxevZoWLVrQrVs3xowZw+bNmyldujQAly9fpkmTJtapsEOHDkUpxYYNG3KMISwsjG+//ZY//viDFStW5DvmrHcB5jVtu3btYsSIEdy4cYNr165hMplwcHDgzz//pFixYpQqVarI35sQ4j4ga8SEKBQJxoT4m1xdXXnppZe4evUqxYsXt075ut00xWvXrjF8+HDatm1LQECA9XhWYObs7Mz27dvz3dD5nXfeoWPHjlSpUoXr16/z+++/2015NBqNvP3226xZs4bJkyczfPhwa+DTsmVLvv/+e6Kjo5kzZw4LFy5kyZIlgDnj8tFHH1GsWDHmzZuHv78/wcHBbNmyhSVLllC3bl0mTpzIihUreOSRR6z9jRs3jo8++oioqKhcg8LsnnrqKVq2bGlXsOTmzZt21RWLFy9uV2SkefPmdtMUt2/fzujRo2nQoAFRUVHs2LEDb29vXFxc2Lp1K9WrV0cplec4+vbty9atW1m3bl2+bbNcvXqVmTNn8t133wHmrJ6fnx9jxoyxPv/777/Piy++WKD7ZRcdHc13331Heno67777LkuXLuWTTz6xWyMG0LhxY+vfkylTplCtWjXefPNN5syZwzPPPENSUhIPPfSQdT1cdHQ0/fv3t15/u+dNS0vD19eX5cuXF7gYja2ZM2dSv3592rZty61bt8jMzOT555+nSZMmLFmyhIEDB+Ls7JzvewsODqZDhw4sXLgwR9VNIcR9KmvNWI3/g6icRaKEEPakgIcQRcQ2w5OXcuXKMX78eOvnjIwM5s+fb80sLFu2LEcgduvWLQwGA3v37uXAgQMopejatStubm50796dr776ik2bNuHj42O9xtHRkXbt2tGgQQNmzpxJ7dq1KVWqFJ6enri7u+Ph4cHTTz/NhQsXrIEYQIcOHUhOTqZv3740b96ctLQ0OnbsSHh4OFu3bqVZs2b07NmTefPm2Y2xQoUK1K5du1AZs2PHjnHgwAHCwsKYMWMGDg4O1s9hYWE5yvFn16hRI7y9vTly5AidOnXiww8/xM3Njfnz5xcoIAT44Ycf2L9/P76+vly6dCnf9iaTCV9fXwYPHoyXlxcAvr6+REdHk56ezoULFwgKCuLjjz8uUP/ZGQwGunTpwvXr13F1dWXbtm1UrVqVqKgoNm/ezLFjxzh27BhLly7lwoUL1utGjx5N7dq1+fzzz5k1axb16tXjiy++YPny5Tg6OhIdHc3hw4ft1tPdTkBAAD169LA+X2Hs3buXoKAgli1bBpgD6oMHD9K6dWuOHj1KbGwsgYGBQP7vrXjx4tSuXZsyZcoUehxCiHtEm0A5QpOX7/VIhHggSGZMiL9p6dKl1jU+N2/epFWrVoC5GuK1a9esn00mE6mpqbz33nv06NHDen1AQACHDh1iz5491KlTJ9c+wsLCUEqxevXqHJsk+/n50b59e7p06UKVKlXszj333HNs3LiRESNG4OHhQUBAAJs3b6ZPnz5MnjyZlJQUu29+jUYja9as4ZFHHkEpRWJiItevX8fT05O1a9cSFxdH+fLl6dChAxkZGRiNRuuUtwkTJjBhwoRCvbusvcROnjyJv78/JpOJoUOHsnDhQl555RWqVq1q1z4pKYmIiAguXrxIXFwclSpVwsPDg1KlSjF9+nQAWrVqRa1atfLte9OmTXTq1IkSJUrQvHlzatSowalTp+yyfbkJCAjg1q1bzJo1y+54TEwMlSpVIikpiSeeeOKO9z1zcnLiyJEjODk5WQt3gDmL1bdvX2vVzeTkZLsg5YcffiAoKIgzZ84wZ84cAgMDKVu2LGCe+jpo0CDq1q1rvT4v69evJzMz0xpQAVSqVImtW7fetioj/DfztmLFCqpVq2Y9XqFCBSZMmMDgwYN57bXX7Nbl5fXeWrRokW9ALoS4z2gjKAdwKPg+iUL8L5NgTIi/adiwYda9wmzlV00xy4cffoizs3Oumxxv27aNBg0a0K9fP55//nkcHR0JCgqyVj4ErNXzlFIYDIYchS4KOvUOzOugpk+fjouLi/W6zMxMkpKSrEFlFoPBwIwZM+jatSsAs2fPZvny5ezatSvfgCbLhg0b2LVrF8OGDWP58uUMHDiQSpUq4ePjQ7du3Vi8eLFdf3Fxcdy4cYNSpUpx8OBB6zqk7AryzN9++y0///wzCxcu5OjRo5w7dy7frNGnn37K2rVrCQ0NzZEBXLNmDSNHjmTTpk2cO3fOuk4LsG4rcO3atXzHBeRarARg3bp11ozfgQMH7Ka5gnma58GDB3nmmWc4cOAAv/32GwADBgzgzTfftMuA5iX7dEillN3fudwkJSXh7e3N2LFj7TK0Wf766y9+/vnnHMFVXu/t4MGDvPTSS0yZMuWOp3wKIf4Btj8kNBnMgZiSyVdCFIQEY0LcJSaTKc8NnE0mE1pr6zf1WQHE2bNnqVmzJhkZGYwdOxZ/f39ee+01awYqKzN29epVpk2bxvbt2wkLC2Px4sW0bt2aGTNm4O3tfUcFNnr06GGXtQNz5sLT0zPffbhiY2M5deqU3YbReYmIiGD16tWEh4ezZcsWGjZsiNaa2bNns2XLFt566y02b96Mt7c3I0eOJCkpCQ8PD2smb9asWRQvXhytNR9//DH/+c9/ALhy5UqB+l+4cCFDhw6lUqVKVKpUifXr11szTZUqVSI0NJRHH33U7popU6aQkZFht2dZaGgoVapUoQ8wUaUAACAASURBVFixYri5uTFkyBBeeOEF3n33XWubGzdukJiYWKBxgTlTGB4ebjddVWtN586drV/X1NTUHON76623qFevHuPGjSMgIIA333zT+pzDhw9n8uTJ1K1blzZt2hR4LP/P3p3HRVW9fwD/3JlhBGRRNnFB0VAUcUkw9zX8opZa5pK5VZaVqaWlaWbqL/fENPelUtJyN3PfAhfcNU1UVBJXRCFlX4aZe35/3LmXuTMDDDCDoM/79eJ15+5nZrKZZ55znmNs3rx5uHfvHhYuXCjbvnbtWsTGxiIsLAxhYWEAgP79+0vHjRs3TpqGQKTT6Qp83TIzM3H9+nU8ffq02O0lhJQCncH/93VaIRDjKDNGiEUYY1b7CwoKYoQ8z/744w9248YNi44NDw9nISEh+e6PiIhgLVu2lG176623mIeHB3N3d2ceHh4sODiYJSUlyY6ZP38+++ijj1j9+vXZ+++/z5KTk6V969atY4GBgezkyZNs5syZrHLlyszV1ZV5eHgwT09P5urqyqpUqcJcXV2Zp6entM3FxYWNGzfObDvv3r3LnJycLHrOlkpNTWVdu3Zls2bNYtnZ2dJ2Ozs76bFWq2Vbt25lEyZMYDzPs9zcXNlzFc2bN49NmTJFWm/RogWLiYmxantLKjMzkzVp0sTi49etW8fc3Nxk70nt2rVZXFyctH7y5EnWqlUraX3Dhg2sSZMm7L333mPx8fGMMcYWLlzIfH192bZt2xhjjG3fvp1VrlyZnT59uoTPqPR8/vnnbNOmTaVyr6ioKBYVFVUq9yLkuZKVwtgUF+Fv5xiWPc2bHf/z57xtU1yedQsJKW0Wx08cMxp/UhLBwcHMkvloCCmvduzYgYCAAGkupWdJo9EUWnHxRZCTkwPGGOzt7Z91U/I1e/ZsNG7cGN27d7fZPRITE8EYg5eXl7QtISEBjo6OcHFxkbb9999/cHd3t1k7rOnevXsYO3YsfvvttxJPpWAJsVtn69atbX4vQp4r6YnAPD/h8cuDkXphK8bnDsdytUEho6kpz6ZthDwbFo8RoW6KhJRTFIgJLClI8awZj+2yBU9PT5Nt3t7eJtvKSyAGAD4+Pti8efOzbgYhpDDa7LzHulzooIASNN8YIZag0ZWEkGdKq9WaVIgUtxNCCCkHtDl5j/lc8OCgoGCMEItQMEZIGfH48WPMmDGjSIUeLMEYk2VDfvjhB4SHh0vrEydOlK2Xtq+//tpkQt9jx46hY8eORQrIDh48WOxy8uXRhAkTZMUuCrN06VKkpKRgxIgRWLZsGQ4fPozDhw/j2rVrCAkJsWFLCSHPPVlmTAMeCgrGCLEQBWOEWMmaNWtQvXp1dOzY0eTP29u70IAnOzsb33zzTYHdD99//314eHjA19c33z9nZ2dZSXiO41CxYkVp/a233sKhQ4ek9ejoaNmcUKXp2LFjWLRoEfbv3y+Nxdu8eTMmTpyIuLg4BAQEoHHjxvDz80NkZGS+19FoNHj77bcRHR1deo1/xuzt7aVxVOHh4bLS7zExMdi5c6fs+CdPnmDs2LFQq9VQqVRYunQpOI7D5cuXqcsrIaRkjLop8uComyIhFqJgjBArsbe3h06nQ3Z2tsmfTqcr9AuvnZ0dnJyc4OjomO8xKpUKs2fPxu3bt/P9GzhwoMk8VeK6g4MDAgMDcejQIXh4eOD777/HpUuXcP36dYSHh+PMmTMlfyEsdObMGbz55puIjIzEt99+i5CQENy8eRO3bt2Cq6sr7ty5gydPnuDChQuIjY1Fx44dcfnyZTg7O6NOnTqoVq0aPD09sW/fPqxfvx6MMYwdOxbBwcFQq9X4+++/ZffjeR4tW7bEr7/+atKWoUOHSqXxC5KamiqVwhf/KlSoIAu0Dx48KMs0paamIigoCKGhoeB5HjzPY926dcV/4cwQn+/gwYPRv39/hIWFIT4+XppmIDc3Fz169MArr7yCjIwMPHnyBG5ubqhRowaioqLQrl07s9f96quvUL16dVSpUgUTJ04EzwtfrnQ6HWbMmIFOnTrhnXfeKdLEzIwxdO7c2eT1fhavGyHESowyYzoooOCsVyCOkOcZFfAgxEq0Wi1efvllDBs2zGTfkiVLTOYce/r0KSpWrCgFaVqtVhaIMcaQlZWFjIwMqTiDpRXlxOBrx44d+OqrrxAfH4/OnTvj4cOHCAkJweHDh7F27Vr07dsXCxYswI0bN/Dnn39i0aJFxXruxVGjRg0sW7YMLVq0gLOzM65cuQJAmLh4yZIlUKlUGDBgAJKTk+Hh4QEAcHZ2RlBQED744APExsbi/v37SEtLk+avioyMRFRUFFasWGEygfOPP/4Ie3t7DB48WNqm0+nw+eefY8OGDejUqVOhbXZxcZFNfpycnIwmTZpIkxwfOHAAgwYNQkBAgHRMZGQk2rZti9u3b+PKlSv4999/ERQUVOzX7caNG+jRoweePn0KjuMQERGB9957D40bN8batWtlk2CvW7cO77zzDpKSkvDxxx8jLS0NV65cQUBAAKpUqYJZs2bhzJkzSE1Nxfr16wEAXl5e+Ouvv3DgwAGcPHkScXFxyMrKQocOHdCsWTP07dsX06dPR3R0NH766Sds374dvXr1wvXr1y1q/8KFCxEREYEhQ4ZI20rjdSOE2JBJZqyAbopnVgHpj4HOk0qnbYSUcRSMEWIlbdu2zbe8+qefforg4GDZtiZNmiAhIUH68swYg0ajkV1Dq9VCp9MhNzcXKpVKmhgaEAIDsXthRkYGfH19ERERASBvAmlxEmc/Pz8cPnwYoaGhqFy5Mj777DNs27YNWVlZCAkJwfDhwxEbG4uuXbta7wUpRLVq1RAVFYWIiAjpNRg5ciRWrlwpG/s1ZcoU5OTkYPXq1SYZPwC4ePEiRo4cCXd3d/Tr1w+PHz/Gvn37ZMfExcVh2rRpiIqKkm0/ePAgnJyc8PbbbxfrOcydOxfDhg2TguVFixYhLCwMP/30k3RMSkoKKlWqBFdXVyQnJ+PatWt44403inU/AKhbty4uX76MmTNnokKFChg7dix27tyJf//9F3/99Zf0Gv3999+YPXs2+vTpg6pVq2LHjh3o0aMHmjdvjmbNmsHPzw89evRA48aNkZGRAZVKBU9PTymj+M8//6Bly5ZQq9VQq9Vo3rw57ty5A0DIsC5fvhzu7u4YPnw4xo0bB61Wa/b9MRQTE4MFCxZIwauoNF43QogNGRbw0OWCZxwUyCcztudLYUnBGCEAKBgjpMTi4+PRtWvXQrsh8jyP7OxsXL58GUqlEnfv3pXt37t3L1577TXcvHkTPj4+0nbGmCwIEzk6OkpjpCIjIzF79uwC7x8dHY0PP/wQPj4+8PPzw8iRI/HRRx+hXbt2SE1NhbOzs6VP2Wr69esHACbZnEGDBsmOy8nJ+6A/e/Ys/v33X+Tk5ECr1WLbtm3o0KEDfvnlF0RERKBVq1ZIS0uTsmkAMGrUKFSsWBETJkyAv78/vv76a1SuXBmhoaHo2rUr3n333SK3PTU1FWvWrMHVq1elbX/++SeOHDkiO65y5cr477//8OTJE9y4cQMtW7Ys8r0McRwn/beWnJyMiIgIhIaG4tKlS9i1a5d0nEqlwvbt22Fvb48zZ85g0KBBmD9/Pg4dOoS6deti165dOHnyJDQaDZKSkuDg4AAXFxcp+xoUFIThw4dj1KhRyMjIwN69ezF69GgAwPjx4wEA6enpmDp1Kvr161doIKbVajFkyBAsWrQIW7dule0r7uv22WefwcfHB19++WURX0VCiFWZKeBBY8YIsQwFY4SUUNWqVXH27FmEhoZi/Pjx8PLywvTp0zFkyBB4eXlJmS6FQgF/f38olUqz19m+fTv8/PywaNEizJ07V9puLhADYLYcvDGe57Fv3z7cvn0bixcvRlRUFHieh0KhwPXr1zFu3DhcuXIFSUlJJvNPffnllwgLC0NcXBx8fX0tfDWKpnXr1mjRooWsC2dGRoasuqKjoyOOHj0qrTdv3lzWTXH//v0YNWoUGjVqhLi4OBw8eBBdunSBWq3Gnj17kJiYiN27d2PChAlo06YNFi9ejF69euHo0aP5vraW+Pnnn/Hmm2+iUqVK0jZz1+vYsSNmzZoFDw8PxMfHY+fOnZgyZQr27dtX4PjA/OTk5CAiIgKHDh3CzZs3UbNmTWg0Gmzfvt3k2N69ewMQAqu//voLWq0W8+bNw6xZszBixAi0atUK/fv3x8mTJ1GnTh3ZZObt27dHjRo10Lt3b6SmpiI0NBSBgYGy67dr1w7Xrl0zCaTMmT59Ol5++WX06NHDJBgr7uu2cOHCwl8wQojtGWXGdFAggVV+du0hpByhYIyQEuI4Tpp4+OTJk3B1dcXDhw+RmpqKMWPG4JNPPsGjR49w7do1k+5zoqtXr2LLli04f/482rdvj0GDBqFx48YF3jczMxN+fn4AgKysLNSrV8/kmA0bNmD58uXw8fHBihUrEBwcjLfeegsODg6YMWMGZs6ciU6dOuHevXsmFRW9vLzg7+9v8Ti14oqOjkZKSgpUKhV2796N3r1749SpU1KmxcvLq8DzmzRpgpycHBw4cEAqAGFvb4+wsDD4+vrijz/+wCuvvIJZs2YBAFq2bAlPT08kJSXJsmdFtXr1aouKfjg5OSEqKgpxcXH4+eefodVq0bhxY0REROC1114r8n1//vlnbNiwAZUqVcKYMWPw6aef4vfff0dwcLCsPV27dpUyikePHsWwYcOQmZkJAGjVqhWePHmCVatWIScnBzt27MArr7wiyz7NmTMHnTt3xuTJkwEAQ4YMwYwZM/DNN99Ix/z999/YuXMnXnvtNdy/fz/fbrrnzp3Dpk2bcPbsWYufp7VfN0KIDeVmSQ8ZnwsGDod5gzGeCv3niAU/IhLyoqFqioRY0aFDh7Br1y7cvXsXvr6+UlDl7e0tdckzlpOTg+HDh2PChAmoXbs2fvjhBwwaNAgpKSkF3istLQ2xsbGIjY3FgwcPpPFihgYMGIAjR47IsnEBAQEIDAyUgqxq1aph69atJlmP8ePHIyYmBtWrVy/qy1Ak4lxiMTExGDlyJHiex/vvv4+UlBT06dMHNWrUkB2fkpKCGzdu4O7du3j06BG8vb3h5+eHPn36IDo6GtHR0XBycpKCU5VKJcvs2dvbQ6lUlqhb5qVLl5CVlWUyDrAg27ZtQ6dOneDu7g43N7diz4k2fPhwHDlyRHZvjuOwd+9etG3bVvo7ffq0lHHq1KkTYmJi4ObmhkuXLiEiIgJKpRLt27dHaGgoIiMjsWLFClmQc/ToUdl/E61atcLx48fBGMPGjRulyoo9evSAVqtFfHx8vm3evHkzEhIS8NJLL8Hb2xsbN27EZ599hq+++qrQ52ut140QYkOyzJgGPIyy3Up9MKbLLb02EVJOUDBGiBWFh4dj2bJlaNasGVatWoXRo0dj+vTp2LRpk2weKNF///2Hnj17olKlShg3bhwAoE+fPujYsaOUsTJkXJExP+IXZY7jTLqATZw4EZ9//jnS0tIAAD179sTRo0fRvn172XFz585F/fr18eDBA8uefDFt27YNhw8fRpcuXbBy5Uq4urrC29sb3bp1Q7NmzbB//37pWK1Wi8TERKSmpsLFxQVxcXFSt0tj4vMODQ3F0aNHcevWLTDGMG/ePLRp00bKZhbHjh07EBoaavHxycnJcHJygoeHB5KTk6XiFOLzr1SpEubNm2fRtfLr5tqtWzccP35c+mvRooVs/+3btxEYGIg33ngDISEhaNOmDezs7FChQgV069YNSUlJsgCvbt26WL16NS5fvozjx49jyZIlaNy4MTiOw/z58/H9998DEMY6Ojk5oVatWvm2ec6cOXjy5AkSEhKQkJCA/v37Y+HChZgzZ06xXzdCSBmiMwjGtEJpexmFviOWNguEEDkKxgixggEDBuDatWv48MMP8dNPP+Hp06fo3r07GGPQ6XRwdHREWFiYVBY9NTUVCxcuRIMGDVC5cmVs2bJFFjQtWLAATZs2RcOGDbFw4UIpuNJqtZg2bRoCAwPz/du0aZOUbQKEOabE8WWMMZw4cQLR0dFwdXWFVqvFb7/9BhcXF5PxN48fP8b169eluaps4caNG9iwYQPGjh2L3bt3o0uXLmCMYe7cuZg0aRLCw8PRq1cvTJkyBfHx8UhJSYGfnx8WLFiABQsWYODAgXB0dARjDAsWLJAmvjacY6xu3bpYvHgxevbsCU9PTxw8eNCi7oXe3t4mwbDo0KFDaNu2rcXPc/fu3RgwYAAaNmyI9PR0HD9+HB07dgQgTFidkpKC7Ozsgi+ix/M89uzZgzNnzkiFPBhj2LFjh+y/A+PKkfXq1cOyZcvg7+8Pf39/ODg4YNWqVVi0aBGioqLg7++PoUOHSl0bv/32W6jVarRr1w5dunSBv7+/1GVx3bp12L17N7y8vDBt2jTs2rULSqUS9+7dg7e3t8WvS2EKet0AoYCHpUEsIcSGeIMfCnW5YMZfL3PSgMwnQG4+/5/LSAL+zx24fdx2bSSkrGKMWe0vKCiIEfI8++OPP9iNGzdMtt+5c4fl5uZK6wMHDmRr165l7du3ZxcuXGAajYaFhYWxYcOGMcYY+/vvv1mdOnXY77//XuD9Vq9ezbp168ZycnKk9VOnThV4zpo1a9jhw4cZY4ylpaUxV1dXNmTIEMYYYw0bNmRPnz5loaGhLCQkhHXv3p198MEHLCkpiQUFBbE///zT8hejhFJTU1nXrl3ZrFmzWHZ2trTdzs5OeqzVatnWrVvZhAkTGM/zLDc3lyUnJ5tca968eWzKlCnSeosWLVhMTIxN229NkydPZhs2bLD4+ICAANawYUN27do1xhhja9euZUOHDpUdExoayvbv388YYywlJYX179+fNWnSRPpv7uHDhywoKIj17duXPX36lKWnp7OuXbuynj17WudJlYIdO3awvXv3Wu16UVFRLCoqymrXI+SFETmHsSkujE1xYfysmuzS5Cas1le7pG1sigtjNw8x9iQub93QP5uFbRsHP5PmE2IDFsdPHLPiYMrg4GB27tw5q12PkLJmx44dCAgIkFWdKy6WT8l6axO79BkSu/bFx8ejWrVqAIQiIA4ODjZvjy3k5OSAMZZvAYmy7MmTJxgxYgTWrFlj0/ZfvXoVDRo0kP03d+PGDVnhF8YYkpOTUbly+aiCduTIEbRv395q/45OnDgBQKjySQgpgohZwBFhehWmsMNZbR3000zBbft38o7pvRrwbgQs1XehnmowLvrUMmDfBKD5h8BrlO0mzwWLP5iomiIhz0hpBGIATAIxIG9eLzEQA1BuAzEAJRr/9ay5ublhw4YNNr9PQECAyTbjCpwcx5WbQAwAOnTo8KybQAgBAJbXTZHjc5HNzMy7mZkkHzPGGCB+DmYkCsuKnjZsJCFlE40ZI8RKtFqt2bm/DMdvkbJJo9GYbKP3jRBCLMTLi0tlQx+MtR4N1NKPrzUeM8Yb/D82/bGwtDf98ZCQ553FwRjHcUs5juthy8YQUp59/fXXssmKAeDYsWPo2LFjkb7YHzx4kMp3l6LMzEw0bNgQJ0+elG3/+OOPsXTpUouvk56ejn379llc8ZIQQp4bLJ9g7H/fAe/tBpQVAG228CcyLHMvZsZ4+hGMvHgsCsY4jmsHwJsxttPG7SGkXDp27BgWLVqE/fv3S2PKNm/ejIkTJyIuLg4BAQFo3Lgx/Pz8EBkZme91NBoN3n77bURHR5de419wY8aMQWJiIoYOHYrAwED4+fkhOjoav/32G+bPn4+AgAA0bNgQzZs3L/A6e/fuxZgxYyijRgh58Rhnxoy7KaoqADqNPBjjzQRjNA8ZeQEVGoxxHGcHYBWA2xzH9TKzfzjHcec4jjuXmJhoizYSUqadOXMGb775JiIjI/Htt98iJCQEN2/exK1bt+Dq6oo7d+7gyZMnuHDhAmJjY9GxY0dcvnwZzs7OqFOnDqpVqwZPT0/s27cP69evB2MMY8eORXBwMNRqtaxMe2E6duxYYLBX3GNLIjc3Fx988AE8PT3RokULxMbGWuWcvn374rvvvitR27766iv8/fffePz4MWrUqIHw8HDExMRgwIABWLt2LaZNm4a2bdviypUrOHv2LADgiy++QO3ateHi4oLGjRujatWqAIDFixdDp9OhTZs2qFevHl5++WXpPqX1WhfXpEmT4OXlhYYNG+LMmTNFOnfNmjWycvN//PEHmjRpgmrVqqF37954+PChlVtLCClzGC9blTJjIqVamBg612DMmGEAl06ZMfLisiQzNgTAVQBzAbzCcdwow52MsZWMsWDGWLCnJw28JC+eGjVqYNmyZWjRogWCg4OlQhgZGRlYsmQJVCoVBgwYgOTkZOkcZ2dnBAUF4f/+7/8wfPhw9OrVC2lpaZgyZQoqV66MyMhIzJgxA6+//rrsS315NH36dFy9ehVxcXGYOXMmBg0aVOJzduzYgUuXLmH8+PElalvr1q2xefNmqNVqdOvWDWlpafj3338xYMAA9O3bF02bNoWPj4/sHGdnZ0yZMgWvvPIK/vzzT9jb22Pjxo24dOkSQkJCcO7cOQQFBWHatGklahsgTNRsyZxoJfHLL79g06ZNiI6OxubNmzFw4ECL55a7e/cuPvvsM2n94cOH+Oijj7B+/Xo8ePAAL730kkXvNyGknMtvzJhIZQ+c/0WomiiiboqEALCsmuLLAFYyxhI4jlsHYAaARbZtFiHlR7Vq1RAVFYWIiAipSuHIkSOxcuVK2divKVOmICcnB6tXr4ZKZfpP7+LFixg5ciTc3d3Rr18/PH78GPv27Su152ErYnc/JycnvPrqq/jiiy9w69Yt1KlTp1jnpKSkSKXgS1pFsU6dOvjuu++kkvJ37txBbGws7t27h/j4eOm4jz/+GC1atMB7771n8t4plUqcPHkSx44dw+jRozFo0CC4u7ujZ8+eJWobkBeMvfvuuyW+Vn5+++03jB49Gl5eXvDy8kJAQACOHTuGzp07F3geYwzvvvsu3nzzTdy+fRsAsGXLFnTu3BmBgYEAgPfeew/Lly+3WdsJIWWEyZgxO/l+/Wcj7htk3sUui4zlVVmkborkBWRJZiwWgPitKRjAHds1h5DyqV+/fhg0aJDsz9HRUbY+ePBgDB48WDrn7NmzmDhxIpYuXYpt27ahS5cuGDduHDiOQ0REBFxcXJCWlia7z8KFC1GrVi1Uq1YNQ4cOBc/zxk2RWbNmDTp37oxWrVqhSpUqGDZsmKxyYExMDJo3bw53d3cMHTpU2r5hwwbUrVsX1apVw+uvv46MjAzZdZs3by7NyVSYu3fvIigoSFqvXbs2rl+/XuxzJk2aJGUdR4wYgfv371vUDnOqV6+OwYMHY+DAgdL71KFDB/j7+8veuyFDhsjmnvrmm29w6tQphIaGQqfTYcGCBahRowbc3NywceNG+Pj4ICsrS3avzZs3o27duqhduza2b98ubT927BiaNWsGDw8PhIaGIiEhAQDg6+uL3r1748SJE/D29pZ1BSzs/SkK49e6Tp06hb4/gPDfopubmyxQVCgUePz4sbR+8eJFeHt7y87r3bs3Nm7cWOz2EkLKoMLGjKU9Mj0n10wAxlMwRl48lmTGfgLwM8dxbwOwA9DHtk0ipPxp3bo1WrRoIaukl5GRIauu6OjoiKNHj0rrzZs3xwcffIDY2Fjcv38f+/fvx6hRo9CoUSPExcXh4MGD6NKlC9RqNfbs2QN7e3v8/vvviIqKQtWqVdGyZUscOHAAXbt2LbBtZ86cwfnz51GzZk2EhIRgyZIlGDNmDAAgLCwM+/btg5ubG/z9/XHx4kUEBARg8eLF2LhxI5o1a4bevXvj119/xccffyxdUxw/ZQme51GpUiVpvWLFirIum0U5Jz4+HitWrMDQoUPx1ltvYf369ejQoQOuX79uNttYGDc3N2RmZuKLL76Qtj19+hRpaWm4e/eutK1///4YN26ctD59+nSsW7cOq1evRkhICMaNG4ctW7bgiy++wIoVKzB16lTUqlULr732Gn755RcAwM2bN3HlyhVcunQJr776Klq3bg2VSoW3334bu3fvRmBgIMaPH49vvvkGq1evxu3btxEZGYmpU6fKxptpNJpC3x8PDw8EBgZaNE6tOO9PTEwMFi1ahDNnzuDy5cvS9l69emHy5MkYNmwYqlatiiVLlmDs2LGyc7dt21Zomwgh5YxRZizHuJuiLsf0nNwM03066qZIXjyFfnthjKUB6FsKbSGkXIuOjkZKSgpUKhV2796N3r1749SpU1KQ4OXlVeD5TZo0QU5ODg4cOICQkBAAgL29PcLCwuDr6wsAWLt2LX7//XecPn0a0dHRUhalIF26dIG/vz8AYODAgTh48KAUjI0dOxYvvfQSAKBBgwZITk6GWq3G77//ju3bt2P+/Pn466+/0Lhx42K9JgDg7u6O5ORkODo6AhBKySuVymKdc+bMGXh4eGDlypVQKBQIDQ1FpUqVcPHiRQQHBxerfenp6ahfvz7WrVsHQCgM4uzsjJ9//hmAkF28evVqgdfo06cPzp8/j+XLl0vd8tq2bSsbN/bJJ59ArVajefPmqFevnhTQJiYmSgG1TqdD3bp1C7yXJe9P3bp1UbNmTYuev/haizIzM81OFC7SarUYMmQIli5dCnd3d9m+GjVq4Pz58/j1118RFRUFhUKBUaNG5XMlQshzgy+kgIc5Ymbs7GqD61AwRl48NOkzIVYiljSPiYnByJEjwfM83n//faSkpKBPnz6oUaOG7PiUlBTcuHEDd+/exaNHj+Dt7Q0/Pz/06dMH0dHRiI6OhpOTE+rVqwcAOHHiBDp06AAnJydMnDgRffta9huJYVdGnudlgZAYpAEAx3EAgLi4ODRt2hS5ubkYMWIEPv300+K9IHpt2rSRMoI8z+PcuXOoVatWsc5RqVSoWbOmhzbpzwAAIABJREFUNDZPoVBArVbLMjtFZViKfv78+Th48CDWrVuHPXv24MCBAwgLCzN5727evImUlBScO3cOjDG0aNEC6enp2LVrF6Kjo7Flyxb8999/soBIbDMgjDMTs6gBAQFISEhAQkICHj58iF27dhXYXkven5MnTyI8PNyi52/4WgPA6dOnC3x/rl27hpiYGAwdOhTe3t5SV0rxB4PatWvj22+/RVZWFiZPnlyi94YQUk4Yjxkz7qZojiZTWB6amrct7qjZQwl5nlEwRoiVbNu2DYcPH0aXLl2wcuVKuLq6wtvbG926dUOzZs2wf/9+6VitVovExESkpqbCxcUFcXFx4Hle9oVdJAZJJ0+eRIMGDTB8+HBwHIeDBw9a1K5Dhw7h2rVryMrKkrr1iczd78KFC6hcuTJGjRoFT09P2fim4hg+fDgmTJiAw4cP46uvvoK9vX2hc3bld07btm1x+/ZtnDt3DoBQCVCcIgAQMn2VKlXCqVOnLG5fu3bt8Nlnn+Hzzz/Hpk2bMG/ePHTv3h3ffPMNNmzYgEmTJskCHq1Wi7Nnz6JNmzY4fvy4FFQZv5bi+yZatWoVcnNzcfHiRVy9ehXNmzdHq1atcO/ePURERAAA5s6di379+knneHp64u7du9BqtcjKykJaWppF70+rVq0wZMgQi57/e++9h/nz52Pnzp2YP38+rl+/jtDQ0HyPb9SoEVJTU6UActu2bWjdurVUxAMA9u/fj0ePHpU4kCeElBO8Tihfr2eSGXPyhonf+gKrjAoFJRU+XpWQ5w0FY4RYwY0bN7BhwwaMHTsWu3fvRpcuXcAYw9y5czFp0iSEh4ejV69emDJlCuLj45GSkgI/Pz8sWLAACxYswMCBA+Ho6AjGGBYsWABfX1/4+vrK5hh7++23kZmZCS8vL3zxxRcIDg62qNBCmzZtMHz4cPj6+iIwMFA2tsic//3vf6hTpw68vb0xYMAABAUFmdynKAU8QkND8d1332HixIm4evUqdu7cKQUu+V0nv3MqVaqETZs24eOPP4anpyd++OEHbNmyRbpeZmYmUlJSLJ54med5nD9/Hu+++y7S09MREREhBdHi2LxRo0Zh0KBBWL1a6EqTkpKCd955R3rvxC6CjDG0bdsWvr6+ePXVV03u5eLigrp166JXr15YtWoVqlWrBnd3d2zduhVjx45F1apVcfDgQaxatUo6p2HDhujZsyd8fHxQs2ZN3Lp1y6L35+bNm7IxbwUJDAxEeHg45syZg507d2LXrl1SNqs4xTZ4nse4cePwww8/wM7OzmQ/FfAg5DnEjIMxo3/7o84DzT8wPe/BeRs3jJCyj2OMWe1iwcHBTPzFmpDn0Y4dOxAQECAb15OWloZ+/fqhQ4cOGDNmjFRuXa1WS5ULdTodduzYgbNnz2LmzJnQ6XTIyMiAq6ur7PphYWFIS0vD1KlTAQAtW7bE2rVrZd0Ji2LNmjWIjIy0+VxVZUmnTp2wfv16VKtWrdBjjxw5gkmTJuG7775Dp06dAADr16/HoUOHpMIbjx8/xs8//4wGDRqgV69eyMjIgEqlMimr36hRI+zcuRO+vr6IiYnBe++9h5MnT1r/CZZzixYtQkhICBo0aPCsm2JC/GHAsHImIcQCm4YCcUeArKcAgIGaiYjiGyFuVve8XgIRM4Ejc4DKvkKhjtR8KuFOTSmdNhNiW1zhhwiKXn6MECLj7OyMvXv3mmw3LCGvVCrRu3dv9O7dGwCgUqlMAjFAmJ/M8AeSonS3I8Bff/2FDh06WBSIAUCHDh1w/Phx2baBAwdi4MCB0rqXlxcmTJggrVesWNHstU6cOCHtq1+/PgVi+QgMDCyTgRghpASYTpjYWU8cM5arY1Cr9N9JxcyZwg7w7w6cWiq/RvVg4ME5ocujouAiT4Q8TygYI6QMKekkxsbeffddm04YXNZ07ty50MmKbcXZ2fmZ3Le8ETOQhJDnCM8DaidpVRwzlqPVQa3Sj4iRgjEl0KCnaTBmr6/iqs0B1I62bjEhZQaNGSOEEEIIIcXHdICdg7QqBmPZuQYl71X6Hxs5BeDTwvQaVQKFpTbbVq0kpEyiYIwQQgghhBSfUdfCHCkYMyh5r9VP7uzgBigUQNc5efsc3AC32vLjCHlBUDdFQkooPT0dW7ZsgVqtNlsqXsTzPDQaDfr37w8Hh7xfEB8+fIglS5bgu+++kwY6T506FV27dkXLli0Lvf+PP/6IqKgoiyvUabVa3Lp1S5q/jBBCCCkRpgO4vGBMHDOWozUIxjIeC8uX9F2VKxh07W47BlDqM2c6CsbIi4UyY4SUkE6nQ2JiIpKSkqS/nTt3YsqUKbJtSUlJSExMlCZhzs7OhkajgZubG44cOYJjx44BAP7991+sWrUKvr6+0Gq1yMnJ+2CaMWMGPvroI9n97ezszJYQF2VnZyM3N1dav3nzJpo1a4b09HRpm0ajQVZWllVeD0IIIS8Yo8xYlrluiplPhKWTl7A0DMYc3fO6MVJmjLxgKDNGSAm5urpi3LhxWLhwIcLDw6FWq/HgwQNwHIcNGzYAEAK2+vXrS+XSASGw2rdvH1QqFXJzc9G9e3f4+vri9u3bqF69Ol599VXodDqEhoZi4cKFAITAy97eXnZ/Ozs7qFR5/5R5nkdmZiacnITB1J9//jlOnz4NR0dHcByHx48fo2nTpujatat0TmZmpjTfVGm7fPky3nnnHVy+fNnicw4ePIg5c+bg0KFD0rYrV65g4MCBePjwIWrVqoXly5ejWbNmtmgyIYQQQ4yXZ8ZgJjPW5jPg4T9A/deFdXGMmaM70GQAcH2PsJ5LPwySFwsFY4RYSVJSEnx9ffHOO++Y7Pv777+lzJfou+++g6enJ+rVq4f69evjgw8+wKFDhxASEoLVq1fj/v37+Omnn6RADAAUCkXenC1mZGZmYtiwYcjMzMSOHTsAAKNHj0ZsbCx69uyJ9PR0NG3aFBMnTkSVKlUQGBgIe3t7zJ8/Hz169LDSK2G5CxcuoE+fPlK20BIHDhzAoEGDEBAQINv+4YcfYvbs2ejatSvWrFmDwYMH48qVK9ZuMiGEEGO8FlDm9dDQQQjMZJkxT3/gE4OpRHLShGWtNsIYsgr6aoyaDFu3lpAyhbopEmIlSqUSmZmZJl0Tk5KSkJqaanY8Wbt27fDJJ5/IuhGKJk+ejJ49e5psZ4xBq9UiOzsbGRl5H1r79u1DkyZN8PTpU8yePVvWrsmTJyM8PBy9e/dGv379wHEc3njjDZw6dQpjxozBvn37TDJupeGHH36QBZuWWLRoEcLCwky2//PPP2jfvj0AoEuXLrhz545V2kgIIaQQvFbIjH0ejTMtFkubZZkxY3W7AHX/B3T5P2Fdre+2KAZphLwgKDNGiJXwPI9//vkHycnJJvuSk5NRpUoVaf3cuXNYu3Yt7Ozs0KZNG3z//fe4efMmvvzyS9y8eRMzZ84Ex3E4duwYIiIi8NprryE0NBQAsGzZMvz000/Izc1FrVq1MH78eGzcuBExMTFYunQpunTpIru3v78/oqKiwPM81q1bh5iYGKxYsQJ79uxBkyZNULFiRTRt2rTAcWe2Eh4eXuSg6c8//8SRI0dMtgcFBWHp0qX4+OOPsWjRInTv3t1azSSEEFIQXgcoVEAlH8R7dwZwEYBRZsxYBWdg4Gb5OgBo0s0fT8hzioIxQqxEp9PB19fX7KTDsbGxuHfvnrRes2ZN9OvXD/b29lK3w+HDhwMA3n77bdm5Wq0W1apVk9ZHjBiBBQsWSOurV69Gjx49sGnTJrPt0mg0CAsLg4ODA+bPn4+RI0ciMjISu3fvxooVK9CgQQNMnDgRa9euRfXq1aXzvvzyS4SFhSEuLg6+vr5Ff0EsUFCXy6Ke880332DgwIHYtWsXYmJicODAgZI2jxBCiCV4rVTAQ8czafOI9RcQN6u7Zf+vF7sp5qSa33/1T6H4R83CqwwTUp5QMEaIlQwbNgwBAQEYPXo0li1bBi8vL2lfx44d4erqKq17eXnBy8sLixcvxvLly/O95htvvIHp06cXem9HR8d893Xq1AmtWrXCkCFDEBAQgCZNmuDVV19Fx44dcfToUQwePFgK1Ay7/3l5ecHf3/+ZZMyKKi0tDaNGjUJMTAzc3NwQExODTp06ISYmRva6E0IIsQExMwZAx5hsV46Wh72d0txZcmJmLCefzNimwcJyakpxW0lImUTBGCFW8t9//+Hrr78Gz/OYP3++tP3evXtQKBQ4ffq0yTlPnjxBnz59MHXqVJN9a9aswYkTJwq8Z0JCQoH7dTodNm7ciOrVq4PjOCQnJ+Pp06cIDAzEpk2bkJiYCE9PT3Tq1AkajQY6nQ5KpfChOX78eIwfP96CZ/7sXblyBRUqVICbmxsAoH79+uB5HteuXbNorjZCCCElwPJK2/O8PBgzis3yZ6f/UZGqKZIXDBXwIMQKli5dir59+2L27Nnw9/dHnz59cOLECcyZMwfOzs7Ys2ePrKuhyM7ODj/++CP8/PxM/r766qt8J5G+evUqBg8eLBWsMMQYQ3h4OLKysrBr1y706NEDLVu2RMuWLdGhQwe89tprSElJQcuWLWX7WrdujX379knXmTt3LurXr48HDx5Y74WyEV9fX9y8eRNbtmxBTEwMZsyYgbS0NPj5+T3rphFCyPNPLOAB08yY8Xq+FEpAYQdoKRgjLxbKjBFiBUOGDME777yDSpUqoVevXujduzeWLVuGtLQ0REZGmpRhF+l0OowePdrizFhMTAy2b9+OLVu24IsvvsCKFSuwadMmJCQkgOd5KBQKRERE4MMPP0TPnj3Rq1cv9OrVS3aNhIQEBAYG4tSpUwU+p8ePH+P69etmKz3a2rx583Dv3j2LKy16e3tj5cqVmDBhAu7evYuqVati3bp18PDwsHFLCSGEgNeBKVTgeWaSGdPxlqbGIMw9lptt5cYRUrZRMEZIESiVSuh08lK96enpWL58ORITExEbG4uLFy/C19cXkyZNwpUrV/DWW2/B0dERNWvWhIeHB0aNGoXGjRsDAHJzc7Fs2TJs2bLF5F7JyckICQmRbevatSvq1KmDsWPHSqXoO3bsiLCwMGmMmkqlwvTp01GpUiWzzyE3Nxc5OTmFPtd58+Zh3rx5hb8oJSROdG3oyy+/LPCcjh07IjIyUrZt0KBBGDRokJVbR14kOp0OarX6WTeDkPKH1+FI7BO8+/UeTOkh//HRODgrkKoCZcbIC4eCMUKKoHLlynj06BHq168vbXNycoJGo4GPjw9CQ0MRFBQkKxoRFhaGe/fu4Z9//sGdO3dkWbJp06Zh2rRpFt+/T58+Jtt8fX1x+fJli6/h4+ODtDSax4UQY48ePZJ+KCGEFAGvxaM0LQDTTJjF3RQBQEWZMfLioWCMkCKoV68etm7diiZNmsgyT19//XWB5/n4+MDHx8fWzSOEFNP9+/fx6NEj1K5d+1k3hZDyh+mg05ch4I2CryJlxuzsKTNGXjgUjBFSBJ6enmjZsiXWr1+PunXrwsPDI98iG4SQsk+n0yE+Ph53795Fjx49ysVUDoSUObxWCsZ0RvM8Fy0zZg9oC+9GT8jzhIIxQoqoadOmqF27NmJjY/H06VOwonzQEELKFIVCgVq1aiEkJAQODg7PujmElE+8FlroS9sbfSYOXHUa7et5YmrPhoVfx86BStuTFw4FY4QUg6urK4KCgp51MwghhJBnj+cNMmPyYOxWUgZuJWVYFoyp7AEtjRkjLxbqX0UIIYQQQopP1k2xBL1FKDNGXkAUjBFCCCGEkOJjOugMuilyHDCqs1/Rr5NfZoyGA5DnGAVjhBBCCCGk+HgttPqvlFqeQaXg4O/tXPTrqOzNl7ZnvOk2Qp4TFIwRQgghhJDiYQxgPHgxGNPxUHAclBxX9GvZ5ZMZ43UlbCQhZRcFY4QQQgghpHj0gZKWCd0UNVoeSgUHhaIYwZjKIZ9gTFuSFhJSplEwRgghhBBCikcfKImZMY2Oh5Ljijfti529+QIejDJj5PlFwRghhBBCCCkefTAmjhnL0fJQKDiTyZ8tonIA+FzTbomGmbEt7wM6ypSR5wcFY4QQQgghpHj0WSuxmqLYTVHLFyMas7MXlsbZMcNrRW8FHl8tTkuL5+4pYHk7KrlPbIaCMUIIIYQQUjy8GIzpuylqhQIefHG6KaochKXxuDHjMWP/xRb92sW1+0sg4R8g6Ubp3ZO8UAoMxjiOU3Ecd5fjuEj9X6PSahghhBBCCCnjxAIeYmZMx0OpALS6Yo4ZA0yzUMZjxnLSin7t4qLxasTGCsuMNQbwO2Oso/7vcmk0ihBCCCGElAP6rJWYGcvJ5aFSKPLNjP168jYWHMony6TSB2PaHLP3kKQ/ApJKKTsmjl/TZJbO/cgLp7BgrCWA1zmOO8Nx3E8cx6mMD+A4bjjHcec4jjuXmJhom1YSQgghhJCyxygY0+h4KBTIt4DH5B1XsODQTfM7pWDMeMyYUXYqYgawOEiY48zWxAmnNem2vxd5IRUWjJ0FEMIYewWAHYDuxgcwxlYyxoIZY8Genp62aCMhhBBCCCmLxAIehvOMcRx0xSrgoR8zlms8ZkwfjPVeBaid8rbrcot+j6ISuynmpNr+XuSFVFgw9g9j7KH+8TkAdW3cHkIIIYQQUl4YFfDI0eqgUHDo2aS6dIjK0gmg88uMiQGRQikPxoyPswWxiyR1UyQ2Ulgw9ivHcU04jlMCeAPApVJoEyGEEEIIKQ+MuynqM2OujnbSIXbKvH0Fyjczpg+IOCVQwTlvu/FxtiAGYXwpZOHIC6mwYOz/APwK4CKAk4yxQ7ZvEiGEEEIIKReMqynq5xkzJ1OT/2TNZ+KeIJdTCysmY8b05ylU8mCsNDJjYmXH0ugSSV5IJgU5DDHGoiFUVCSEEEIIIUROHyjxhgU8OHkwlpWrw5X4FFR2VJu9xPk7T9BvxUl827oC3gfMVFM06KaoUOZtL43MmJaCMWJbNOkzIYQQQggpHiZmxoSvlGnZWjiolSaH3fkvE5ka83N2XY0XimM8EodlGc8zJgVjKkCTkbfd1pkxns+rpqjT2PZe5IVFwRghhBBCCCkeqYCHEIDlaHk4mgnGElKykWUQjDGDsvQPU4QMl5urq7BBa5TxMizgYRio2TozpjGYXJoyY8RGKBgjhBBCCCHFY1TAA4AUjH3fpzE+6lAHCg54kqGRjRnL1eUFYwn6YMzesaJ+Zz5jxjgl0OD1vO05abCp7BSDNlAwRmyDgjFCCCGEEFI8RgU8AMBRLZQk6Bvsg4ndGsDeTonsXB0yc/MyY7kGs0KLmbFspq/AaJwZM+ymGDINeOsnYT3jsfk2ZacCOVaYpDnbYG6xR1eB4z+U/JqEGKFgjBBCCCGEFI9YwIOZZsZE9nZKZGt1yMzJLxgTMmG5PAClOv/MmFjAw7+7sJ5uEIylJQBxR4XHs32AH18uwZPSM8y8Xd8NHJoqz5YRYgUFVlMkhBBCCCEkX/pASWumm6LIXqXAulN3ERGTKG0znHPsUapQPVGjY4DKwcyYMf2xCv3XVrWjcFzWk7xjNg4G7p8BxscJ6/llzYrCuB2AkC2zdy35tQnRo8wYIYQQQggpHn2gpDPopuiglv/Wr9MX63iQnJfxys4VzuN5hix998VcHQ84uAJZyfJ7SGPGDL62KtWAzmDestQHwvLn0GI/FRPGJfYB4NQy612fEFAwRgghhBBCistMAY+KRpkxMfNlKC1HKIiRY5Ah0+p4wNEDyEiUH2w4ZkyktJOXm3epLiyTbhT1GeTPXGbs1BLrXZ8QUDBGCCGEEEKKSyptn383RXPSs4UgbuPZu9K2XB0DKnoCmUlG9zAYMyZS2gkVDi9tBI7NB+IvFPMJFCC/ucVOr5Rn5QgpAQrGCCGlS5MBpNx/1q0ghBBiDdKYMdNqigX5NzED8clZmLrzqrRtzYnbQEUPIMMoGGP5ZMYSrwPbhwOHpwnt6DBBfl5JAyYxM9ZzEfDB4bzte8cB534u2bUJ0aNgjBBSunaNBX5oSBWpCCHkeaAPxpTKvEDJODP2bmtfk9O+3n4ZrWf/ZXo9R3chGDOYFFrqpsgZXFdhB9w/Kz+3ci35ek4qSkQcM1avK1AjGOhjEIBprFA6nxBQMEYIKS1aDaDLBW4fE9YTLj/b9hBCCCk5fQEPpcogGKsgz4xN7dkQozr7AQAqO9pBrSrg62dFT0CXIy8rL40ZM+ymqM6rsijy7waEzhL+gJJPCi0GY6oKwtKzgfz+tnBiEc1n9oKhYIwQUjq+fwlY2ARQ2QvrxtWyCCGElD/6zJhKlX9mDAAq6AOwyo5qvN64qsn+Jj6VhMs5ugsbMpOAx9eE+cPSE4RtsmDMTFdIO0eg1QjAVV/Mo6SZMZ0+GFPqgzGPugb3t1EwduAbYT4z8sKgecYIIaUjJ1X486gnrFM3RUIIKf/0wZhDhQqAvueeg525YEzYplBwGNSyFrZdeCDb7+ZoBwDQ2LvDHhAmcN75mfwiCru8x+aCIXFbBRdheesI4N2oSE9HRsyMiddVGtxfZaNgjLxwKDNGCCldYp//bMqMEUJIuafvQminzgtUKlYw/a3fTskBAFQKDi/7VEI1V3vZ/mBfNwBAtl1lYcN/sab3quCU99gwMAOEXhccp2+Ap7A8MMnSZ2GeLlcoGqIw83WZK7xiJCGWoGCMEGJ7hgOxRdRNkRBCyj99ZoxTFNxN8b8MoUz8yzUrgeM4jOyc1+VvcMta8HQSugJm2QndFZH11PRedo55j5VmgjGR2AOjpHitvIIjAPRdq9+Xa517kBceBWOEENvTZJg+pm6KhBBS/olFNAoJxh7rJ35uXEMItio55gVTDaq6oIKd8JU0UyVkyEymQLFzlI8Zy/xPvt8waFKpAf/XhMeaTEufiSleZxqM+bYTljobBGM0d9kLiYIxQojtGU6cmfFYWFI3RUIIKf+kCZkNgzHTboojO/uhk7+nVLzDXh98qVUKvBVUXTong9kBdhVNgzF1Rfn6Y/38ZK9OEZbGE0XX7y4sxc+c4jCXGRPHiuU3IXRJ8FYOxrKS88a9kTKLCngQQmzP8ENLnESTuikSQkj5J80zpkRowyo4f+cplArO5DAfN0f88t4r0rqzvZAZG9nJDxVUSrjYC19JU7O0QEV302BM5SBf778eSHsIvPIh4P6SabsqegnL9ESgsm/xn5txMKYsR8HYnFpCJu/dXda9LrEqCsYIIbZn7kOLuikSQkj5py/goVDaYfmgIGh0fCEnCJr7uuH3D1vildpCt0RXfbfFlKxcoQBH8l35CcbVCxu8nvc4oJfpDZz0RTzSH1nUHrPMBWNi4RBbdFM0DMZ4nbxbZnGJc3uSMou6KRJCbM/chxZ1UySEkPJPDMYUSnAcJ5Wwt0Srl9ylLJqrg0Ew5uhherA415elnKoIyxJ1UzQzZkyhELbZovufOLk1AORmlexaWhtk7ohNUDBGCLE948yYS3XqpkgIIc8DfTZHoSxZFkcWjIml6QHA1UdYFnVeL/Ea6YnFbxSvNZ+dUqpt303xyb8Ab1mW0SxNesnbQ0oFBWOEENsTP7RafAJ0+gYIeIO6KRJCyPOA6aCDAkplyUa+ONgpwXFApkY/ZgwQMlBt9BM/m5vkuSBKO8ChcsGZsdxsIHJO/lkuc90UxbbYupviivbAwcnC4/REYFkb4Mkty6+Vk2bdthGboWCMEGJ74oeW36tAh3GAoxugzaIqT4QQUt7xWvBQQKU0LdpRFBzHwdFOiUyNLq+bYgUXwE5fuKOowRgAuNQAHv4DXN4CRMw03X9qKRA5Ezi9wvz5BQZjpVDA4+RiYZ7OU0uBR9H5t9McCsbKDQrGCCG2lfYIyEkVHouTdIolinNLMP8LIYSQZ4/XZ8bMVFAsKscKKiEzJn5GeNTNC8KKE4wF9gbunwG2DgOOzDHdL47Lyu+zqCiZsQ0DgfA3it5G4/sZO/EjcHy+8LiCi+XXom6K5QZVUySE2FZYvbySxMYfqpQZI4SQ8o3XQQcl7BQl/33fUa1ERo4uLxhr1DcvGFIVsYAHANRqLV/PTgXsDQIaTt9mxsyfn++YMTtAZ/T5FWOF8vHmgrFLG/MeH50L2LsCrUcWfq0cM8HYw0sApwS8A4vfRmJ1lBkjhNiOTv/BotX/+igGYeKHKgVjhBBSvvFa6KzQTREQJovO1OiEIKz/eiB4WN7O4mTGxOIforQE+TontrmgYMyCborWqlxoLhh7fAVo+Gbe+oFJQJwF5erFHimGVrQHlrcpfvuITVAwRgixHeNfDsVuiip7/X4qvUsIIeVabgayoYbKCt0UK6qVQjdFhVKYR0yhyPucKE5mzNlbvm7SdU/fZuPM2K0jwM2DQnAkfm4ZUhl1U5xuUP1xfkPg/vmitxXIC8Y6TwYc3PK21zIKoK7vLfxa1E2x3KBgjBBiO8aZLzt91xPqpkgIIc+HnHSkMweolCX/Sumg1hfwMCQGY+aCosIolEDPxUDD3sK68dgwMTPGjErIh/cE1vcBeB2eZvOoP3kv0nMMslaGmTHjQC71PrB3fNHbCuQFY96NgNF/5203zPC5+wn3KIy5boqkTKJgjBBiO8bBlkMlYSn+wikOSiaEEFI+adKRAXsrZcb0BTwMiZ8jRZ30WdRsMNByhPDYZCLlQropPr2Nu0+zkZ3L43ZSRt52w2AsI8n0vIcXAU0xClSJkz4rlHmflwBQ0QOo3QHoOgdwrQFc3QH8s6nga1E1xXKDgjFCiO1os+Xr9q7CUsyMRW8t3fYQQgixrpx0pDEH64wZq6Av4CHbqJ9zzK1O8S+sdhSWmgz5dikWyycYS7mHJtrLAAAtb3BMdioQdxQ48j0QvUV+Tt1QIcMVd7ToAZmYGRPHqYnP3aEyMPRPoOXHgIe/sG3bhwVfS2MQjJVk8mhic1RNkRBiO4aZMbVTXjcTw+oR5I+gAAAgAElEQVRUm4YClX2BLtNKtWmEEEJKjmnSkM7sobRSNcWsXKNgrOGbwmeHf/fiX1icq8ykhL1RZkyrESoOGohT1AQApGUbjBF7fEVYRkzP29ZzEVCvG5CeANzcD/zeH6jSCPjkuOXtNA7Ghu4ETiwCKtXKO6bFR8AZ/XxjjBkUITFimBnjcwGuGAVQSKmgYIwQYjuGBTzsDbpcGHYVufqHsKRgjBBCyp+cdKSjMuys1E0xI8eomyLHAQ16lOzC4nhlk8yYUWn7g5OB08tlh6y16wcASM0yaFfoLCDpOtDl/4D754Csp0CjPsK+XIN7PLpctHZKwZj+h8sqDYE35e2B+0tAyDTg0BQhuBSnATBmOGZMpzEdF0fKDArGCCG2Y5gZM+z/zhn9glq5dum0hxBCiHXlpCGD2VulgIejWoUcLQ8dz6wyiXTehd2EbvIPLsi3G5e2f3TF5NRUXsiqyYLEViPyHvu9Kj+hsImZ/14nfAY2fcd0nzj+TOxWmR+xy3/W0/yDMcNqirpc+RizgjJqpNRZ9C+H47gqHMf9XfiRhBCixxhwZlXeumFm7KVXgf/NACbeBxr1K/22EUIIsQ5NOjLgYJUCHo5qoQu7SRGPklLaAdWDgcRrwNM7QOYT+X4xM2amYuMTrdC9L0dnYWapsGBsx6fAH5+Y3xd7WChp7xVQ8DXEHzcvb8n/GMNuijqN/PPYeDw3eaYs/RljHgAHWzaEEPKcSY0HLhv8EmeYGVMogNYjgQrOQt94cxNdEkIIKdu0GnA6DdKZvdUKeABAlnF5e2twrQ6kPAAWNgbm1RW2idUL0x4KS4VpMJaUK1Rx1GgtDMaUBp3OOGX+x+2bKF9/eAn4ZwPg20Y+rtqcel2FpckYOAPGwVjG47x1k6qS5FkqNBjjOK4zgAwACfnsH85x3DmO484lJiZau32EkPJK/CAQM2JitwpjCiUFY4QQUh7pu8JZq7S9mBnLsEkw5pMXkPBaoYufGIxd3gIk3TSbGbup9QJQhGAMEIpSAQDTCWXozTm1VFhmPQUi5wC7vxDWG/Ut/Pp2DkJRrILK1+ek5QWDOenCn/h5TJmxMqXAYIzjODWAyQAm5HcMY2wlYyyYMRbs6emZ32GEkBeN2F/dobKwNOymaEhpR8EYIYSUR/pgIB3WmfTZUS1klUyKeFiDS3X5+hxfQCtmiBhw74xJMMbUFZEDoZtikYKxT04A/9NXWtw0BIhamP+xJxYBkTOB+2eF9YBelt2jgnPBwZgmHaisr8KY/kgoqFVR/z2dMmNlSmH/ciYAWMoYSy6NxhBCniPih0QFJ2HpkE8wRt0UCSGkfNL/6JbOHKxScKOiPhgzKW9vDa41TLcZTticcBm4sl22O6XZp9JjjU4Hns9nPjJj6oqAu1/e+vk1wtJ4PjNdrnwy68b9Lbs+UHgwlpOWl6FLviMsK3oISwrGypTCqimGAOjMcdynAJpyHLeaMfZBKbSLEFLeSZWc9B/Q+WXGFKq8riKEEELKj5y8bop2VhwzNvK3C3CwK2TcVBFV5+OxXv/4e/UIjNMsxfF/rqOtflvq6V9hWHpjtd1A/HyhBQChKvCSiH+x6lgcrkwLhZ0lWcA6nYBu3wMPzgtjwfaMAzpNEvY5eQvzkSXfFSZnVtkDX94E7AqpomiogovQxdGcBxeErojOVYX15LvCUgzGqJtimVJgMMYYay8+5jgukgIxQojFjOdzyTczRmPGCCGkXBK7KTIHqKww6XNAVRcMalkTadnW/0yw4x2AG8JjV68awH2gujoD2TmOUPNZcEG67HjmFYDmzu5wVCvx+5l7AISuik8zNfBytrfghvZAi+HAke+F9TMrgfNrhcdtPwf2TQD+ixWKijhVAewLqcJozP0lIO6o+X2PrwnL+q8DF9cDV/TzeYpdNSkzVqZYPM8YY6yjDdtBCHne6DTCUgy08iv3S90UCSGkfNIIwZi1CnjY2ykx/Y1GJb5OvvYMB+qGYri6IvALUNshC4A9kGValfDDdrWB+i8DgBSMAUD4iTv4MtTf8nsaVlfU6efebNRPCMZ2fCp8NnoW4XqiKoHAPxuBjP+Aiu7yfWKhkhrNheWTf4VltWbC0vjHUvJMlfxnDEIIMUcMsMSJn/ObmJKCMUIIKZ+kborWKeBhc92/B+qG5GWhMp8In0Hm5POZtTgitmj3bP5hXlAEAC0/zQueMhKFQMmvS9GuCQDe+qD10WXTfemJQpdH4x4pNVvk3ZeUGeXgXw4hpFzS6QMsMUOmzqcvvEIFMB7gi1CpihBCyLOnH3uUxdRWyYyVGnFsVk6qaTl7tTPwYQRQp2O+p7efG4H4ZAu7+lVwAtp9mbde/zX5/gY9gVc+tOxahsRgLCHadN/TOKBSLXmg2XWO0B0SkM85Rp45CsYIIbbB5wpL8X/+Yol7Y+LklpQdI4SQ8kX/Y1suVFaZ9LnUiFkvxgsBy6CtwnqfX4Cv7wPVm8kOP/P1q7g05X/oUE8oDX/3SSa2nr9v+f3c6pje+6NjwrLDVwBXjNeuoodQoCPBTGYs6Sbg4Se/rrO3fn4yZyFzRsoMi8eMEUJIkej0wVifn4G7p+QfRobEX+54LaCfz4UQQkg5oA/GcmBnldL2pcawC6JCBbz0KvDFDcC5itnDvVyEgh0jO/vhyA0hkLFTFSGfIc73BQiTNQNA1cbA1JQiNdtElUDgkVFmTJcrZMYa9JBvFysrOnlSZqyMocwYIcQ2xEyXszfQpIC5UxR28uMJIYSUD9q8zJhF5d7LCpVD3mOlnZBByicQM9Souqv0uEjPV2Uwl5hxt8iS8A4EEq9L7wMA4Olt4fPUo578WGdvYelUBUinYKwsKUf/cggh5YoYXCkK+eCRZcYIIYSUGzoNGKcAD0X5GjOmUOSNG8uvgMf/s3fW4XWU2R//zLXcuNfdKW0pUCoUSosUp8W9C8vCYgv8kBVYbBd314XFncW1UKEtlFIvdW/SNta4XZ3fH++dzL3Rm+TeSHM+z9Nn7J2ZN2lyM98553xPPTiDep85mpuWecPvMPUfkNKv0WG/7y5hVVZxeNfsMVqVBORvMPcVbFbLjKGhY42SgfjMhsWYzwNlOeHdW4gYIsYEQYgOPg9oFvVHrzFqasak8bMgCEKnwufGb1Hp5ZHoM9amGOLE0rzm0knOFlb4pPSFqX9vsj7slKcXMuPZReFds7vhqBhIVawshPfOV+vpQ0LH2gO90RK6mWmKPm9oVO3LG+DR4eCRptBtSSf7zREEodPg9zQdFQMzfcMrTSgFQRA6FT4P/sDnfKcy8ACYdI1a7l3VrNO+vv5IAFzeDuAAnD5YpVwajoor3zaP1ba1N4jvBlVF6oXp22fCPZnmsdUfqqWnbt81IXqIGBMEITr4feGlf8QkqmWgX40gCILQSfC58GsBMdaZ0hQBRp/dotO6JaoIU7WnA2RzWKzQfSTkrFbbm75Ty6P/2fA5CQHxtfAJ2DYv9JjRlFqaQrcp4qYoCEJ08HnA2hwxVhbd+QiCIAiRxefGZ6QpdiYDD4CYpBadZrdq2K0aj87exOM/bI7wpFpA91Gw/nOoKICdi2DKX2HKLebxiz8N/VqN9My595j7dD00fdIjmSptiYgxQRCiQ7hpio6AGHOLGBMEQehU+Dz4AxkQnS4y1sIaN03TeOTsg9icG51sjmfmbmneCT1Gw/LX4bdXVN+02pb2g6eFbsd3q3sNd7n5YhTAI5GxtkTEmCAI0cHnCc/CVyJjgiAInROvC5/WSWvGWsGMsb2jdm2/rvPygm3hn9AjYOIx7z7lEGlsN0RCZt19rrJaYkwiY21JJ4spC4LQaWh2zZiIMUEQhE6Fz2OmKXY2N8UOSqzdisen4/GFaRDS/UBzPWNYk26N9UbGgq3xQQw82hj5zREEITr4XM2MjImBhyAIQkfixCcXcN27Kxoe4HPj0zppmiLAtcvg/9a29yxCiItR389KV5gGIcERrSNvanq8I85cv/Ajtdy+QNWNGZTuVdvf3QbrvwhvHkKLETEmCEJ0qCyE2LSmxzkS1FIiY4IgCB0Gr8/P+r2lfL5qT8ODfJ08TTFjCCT3ae9ZhJASq76fJz75Ews25wPg8fl58ofNlLu89Z9kNLAOFmbhMPQ4yDwA8tZDzhpz/+fXwt0p8Msz8P5Fzf0SGqdiH3x6tbyADULEmCAIkaW6FH78N5TnQlx60+OtNvWHxFUa/bkJgiAIYVEZjnW7z4O3xtpeHikjQXJAjO0pqebiV5bg8+s8+M0GHv9hEy/O31r/SVrge2/07WyKS7+Bq35R690OgE3fwItHBq7VvCbYzWbe/aof2ur3o3ufToT85giCEFnm3gcLHoG8deGJMVBv89zylkwQBKGjUOX2carlZw7TNjQ8yOfu3JGxDkhKXGh6/+OzN/GfhdsbP8kQY1ZHeDfpf7jqTwbQbWTosSHHmuu2WLX870kqbdHvVxb6rcEwByndrV7eCiLGBEGIMMEW9Uk9wzvHkSBpioIgCB2ISpeXpx3P8GHMvxo2k/C68XbmmrEOSL/0uJDt937Lqll/es4WTnjip7rpioZpR7hiLJhuB5jrB5wGM56Fqf+AOwrh5o1KrO1cpP5GL/svPDwYFj3V/PsY+NxqueBR+OrGll9nP0LEmCAI0SNzRHjjYhJFjAmCIHQgKivNbIWKhmqVfG48mh2rRUNrysVPCItuiU7OPMSsYysod3HNtME12xtyynhr8c5aZwW+9+GmKQYz+GhIGwTOFJj5vLK+n/p3sFjBmQwTrgxMZLMpnmbfDus+a/69wBRjEFqn1oURMSYIQvQYeFR442ISpZhXEAShA+GuMl+QubwNRMZ8brzYJCoWYR45ewxv/HF8zfbo3sk1671TYtmwt1Z6X3PTFINxxMF1K+DvOyEmoe5xZ+Deb5+lrj/iFLX9wazm3wtC0xzTBrXsGvsZ0vRZEITW464AR7xaD3LHJbF7eOfHJEJxVtPjBEEQhKjz4vytfPzjL3wfeMZ3N2Tm4XPjtYgYizSapjFlmNmcuVuSkwHpcZx2UC+W7Spic145xZVmhCkJDQtQ4rGgB+3X0EiKtbUuammIsapCFTkbfhJs+FLtK90bfjmCQckuc91d0fJ57UeIGBMEoXXkrIEXjoCzX4cDZ6rUBoA/fhf+NeyxkCvpCoIgCB2B+7/ZwDCtEgJZb+6qUiC+7kCfG7fDjs0qiVbRYFz/VJbuLKJ7kpN5t0wD4LHZm3jqx82M/dfsmnG/xXjI1ODYxxeST0rINW45fjjXTBvS8knEBl1v7AVqedXP8PzhSpSNvzz8a3ldULIbYpKVyJPm0oCIMUEQWsvWOWr5w11KjPm9kNQH+k0M/xqGu1LBFtX3RRAEQWhX4qmuWT/vmTncP+tYjh1ZK9vB56baZyXRKY+T0eCVPxzG3I159E6Jrdl32eSBZCY48PrNNJTSNZPJzPmG608Yjcdu9hp7es4WtuS1sgQgsZ7Il+HA+PXNMOpMiAujpyhA8S7QfXDSQ6qZdOG21s1tP0F+ewRBaB0+j1oWbYfdy9SbL1sz89ZHzoCNX0PlPkDEmCAIQntyoLad06w/12w78HDzR6tYecf00IFeN5V+C0lOO0LkSY6zM/Pg3nX2XTxpQOjA8a9B8U4uyhwesvujZdmUVnlaN4n4zLr7NA0OPB3WfgK7l8PQY+uOqY/SQAPxpF6qtEHSFAERY4IgtBZf0Af9zl/A5wJrMx2dknqppb+VfzQEQRCEVvNVzG0h2w7NS7lez0CfmwqvlaRkeZxsV+xOqCXEQDWQLmmtGLNY4ai/qd5kwZz4kBJjzYluleWoZWJPsMeJGAsgSb6CILQOn5saW113hRJn1ma+JbXYg64lCIIgdCSusH5JDz03dKffB7qPCp9ExjoqSc4IiDGAabfCoKmh++IyQLNCeeDnYv0X8ObpjV+nLBAZS+yhImNSMwZIZEwQhNbi9ygDDr8PPBWBNMVmRsYMO15fA71sBEEQhHbjfNtcJukbgIvNnYGXZxUeC0mxIsY6IvExNirdphNmWbUHTdNIiInA47/Fouq/FjwCB50P71+k9lcVQWxq/eeU5YAjUTkoG2LM625+acN+hkTGBEEIH12HRU/CtvnmPiMSZuR/+9zNT1O0Bv4wSGRMEAShQ5JKrd5Wgc/rUq9ExjoqMXZLSI+40Xd9z8H/+j5yNzg4IMCeOdR8qVpUuyF1EKV7TCt8ox3OI0Ng/sPmmA1fwadXR26OnQARY4IghM+qd2H2HcpBycDnUWmGjgQlxlpi4GF8iEvNmCAIQodEo1bRWKBeuNxrISlWEq06IjE2Cy5vaI84j6++4r8Wctoz5ro/kNlStEMt3RVQWRg6vmyv6c5oj1PL6hKYew/sWKjcmd+7AFa+rTJldF0ZhPgbaDq+nyBiTBCE8Fn5jlo6Esx9PrcSU464oMhYC8WYT8SYIAhCx6TWQ7zXBYAHm0TGOigOW2hkLOJomuoxCqAH7mOIsRenwEMDQ8eX5ZhiLPg5Ii4dXjs5tOasugR+eRZengZbfojK9DsK8ipDEITwKc8zl143fH4t7Nuq0gwd8VCRDzmrVc54c7BImqIgCEJHwO/X631Tb8WP2+vHYQscDXxeu3Wb1Ix1UGJsVtxeP7quo2ladG6S0i90+4c7wZkE+7aE7neVQeluSB0QOK+veay+Z4YdP8H3AVfP8pyITbcjIpExQRDCo7oUCjaq9dJsZWm7+n3YvTQQGYuHrF/V8ZKs5l1bImOCIAgdgoYiKRZ03L6gY4HPaxUZk3f7HZGYgHB2+5Qgiwr19SH76iZz3V2h0g1z16roWe9D1f7uB6plQnczqhbMh5eY6xX5EZtuR0TEmCAI4bFtbuj2J1eY6xY72OPND9RLvm7etQ0rfBFjgiAI7Uq1x6wxqiC2Zj1Wc+MKOoZPpSm6kchYR8UQYy6vn8155dG5SbAYS+mvlsEpiPf1giUvmz3GjL6isanwj90w/Z7Q612/CgZNM7dtsfDzM7D9p8jPvYMQlhjTNC1N07TjNE3LiPaEBEHogKz9FOY9qNYPOLXuccNN0aDnQc27viHGxMBDEAShXalymy1GHAlpIcdcLpe5YaQpYpeasQ5KjRjz+Lnzs7U1+92RrCOzO831s16Fkx8DVy3nzY1fwc5Faj2hW9AEE1S9mMHUf6g0xolBborH3gno8NZZ4IqSoGxnmhRjmqalAl8C44G5mqbVE48UBGG/Zt79kLcWBhwJMUn1jzHEWFyG+oBtDjVpilIzJgiC0J64qitq1u12B3QfVbPtcVWZA4PTFMVNsUMSY7MCKtq5IccUSJXuKPX07HYAjJxpbh9wKoy7DLKXqrIGCBVfAPFBcZ70IWrZZ5xaTr8XJl4FZ76iIrH394ZXpu93oiycyNgY4EZd1+8FvgMOie6UBEHocJRkw8Rr4JIv6+Z2x2XAsBNMMVa7mDccLJKmKAiC0BFwVZliDKsdTjJ7QIWIMcNNUQw8OiyGSC6p8lBa7SUjQfUArXD7Gjut+RwyS/3td8RDfDr0DogpWyyMOUe9aK0ugVFngsUaem76EOg7AYafDEOnq31xaXBXCRx+rdrOHGGOz/oVdiyI7PzbmSbFmK7r83VdX6xp2hRUdOyX4OOapl2hadpSTdOW5ufv3wV2gtAl0XXwVCrreggVY7ZYuHkzHH1bK8WYFdCaL8aKdsJdybB9//pgFgRBaC/Ky4NSzM78D/Q/nPXjVF2Px1VpHgt8Xrs1GwkOiYx1RLonqRTCrfnl+Pw6vVLUdqUrwpGx056GG9aY26PPUsucNdBvIlz4ITiTYdiJdc91xMNl38P57ygXxvpI7AlDjoVJAXFWsDmy829nwq0Z04BzgSIg5GlJ1/WXdF0fp+v6uMxMyWAUhP0Or0sJMHugkDtYjHmrwBL4GDHEWHwLSks1Tb2BbW6a4o6Farny7ebfUxAEQahDRblKAcue9lRN/a/mUA/xHndwmqL6vHY4YrBYomSbLrQKQ4xtzlX/pz2T1XZ5pMVYbQ6ZpZYDj1TLQVPhr9thzNktu57FAhd9rMw+rDFQkReJWXYYwnqVoSs/zGs0Tfs3cBrwflRnJQhCx8ETeBNqNyJjQfa48UGFuEaqYXMbPhtYHeBv7h8IYy7yICAIghAJqirKAIhLMGt/rYGXcXPW7OLnohQABuXtYjrgiHHWuYbQMYiPUY/5z8xVPb8GZyYAuVS4IpymWBtHPPw9y3xugLrpiS1B01Tt2M9Pw7F3R+aaHYAmxZimaX8D9uq6/gaQAhRHfVaCIHQcPIE3oUZkbPq/AR2GnwS9g0pIjYiZ1sKOGcGRsT0rwF0JAyY3fo4hDKPVzBKgYIsyJEnsEb17CIIgdBBc5fsAiE8ysxxSkxIBmPN7FqvXqBduMyw7me6AvpkpbT9JISyc9tC/x8cc0J3n5m2loNzVwBmRvHkDKYeRYsuPMGx6dO/RRoQTGXsJ+EDTtD8BvwPfR3dKgiB0KGrEWOANV1IvZV9bGz3wpq2lwsgSJMZemqqWd5U0cVIbRMaeOTTMuQiCIHR+/BWFADgSTVv7jBT1YP3hZYfg7zcJAOuqffAV3HOG+Lp1VBxWU4zdcvxwRvZU/49ZhZUNndImVLl9xDpaGNW6LQceGQbvnA3/zAdbC7NxOhDhGHgU6bp+nK7rU3Rdv1qPWgtvQRA6JLXTFBvCb4ixFn7AWh3ga0aaoq7Dry8F7tmyWwqCIAgm6/aU8tv6bQBowRbkNpWKGKN5iHVYiXVYcQQsBCz2mDafpxAeWtDL0aHdEoh1WMlMjCGrqP3E2I/rczngjm9Znd3CRDt7rHJfBCjPidzE2pEW5hMJgtBlqJ2m2BDGh+OAI1t2n+YaePz8NOSuaXpca/BHsDGmIAhCB+edJTtJQdWMERvU8Dm5D6DBzp/NfYb7bUvrhIU2pV+6eqHaLy2OXe0YGZu9LheA33YU0eL4ztjz1dLdvhG+SCFiTBCExgk3MjbwSPjbDhh6bMvuY7WDvxnW9stfD9qIUmisWkpkBUHoOjisVjK1Eir1GLAHGXOk9FX9JJe+Ap5qtc94eSZirFPQNzUusIwlq7CqidHRw+VVLzn//eU6Hv1+U8su4giYy7grGh/XSRAxJghC49SIsSYiYwCxqS2/j9Wh3rR6a0XHVr4LuWvrjneVmevRMvCoLDTX/VF2nxIEQWhnRpT/wqW274jT6jF4GHcpVO6DnYvUtoixToXhrNgvLY69JVV4fO2T+eHymn9Lv/l9b8suYrwc9ogYEwShK1DbwCNaWGxKjFUFCSBdh0+vhOcPrzs+JD0hSmIseC7e6ujcQxAEoYMwrOSXhg/2OlgtC1VNWc2LOqs9upMSIkqftDj8Ouwpbp/o2O5i829p//T4ll3E6Gu6n0TGpGW60PUozlL57/VFU/auhh6jo2uV3tloTmSsNVgd6k1rcDRqz4r6x+p66BuxtoiMeV3mHwBBEIT9EL0xYRWj7O1rshKyl0K3A+XvZQfnqqmDSXKa/6/90tSL1bkb8hjdJ7nN57M9v7xmvcXNp0WMCUInpjwPnhgF4/4IpzweemzrHHjzdLV/3B/bZ34diYoC2PCVGRmLthAx0hSDo1GvnlD/WG+12dcsmgTPZescGH1W9O8pCILQXlgbcUa0OZVbrrtc1Y1l/Sp/KzsBfzthRMj2oIx4NA3u+mJdO80Ibj9lJIu2FJBT0sKMExFjgtCJKd2jlktfheP+BbuXwar34JBZkB8oJM1b337z60h8fh1s/ApGn6O2bc7Gx7cWq00Jv5A6rQYMPWo7KFmi9FEWPJePLxMxJgjCfo1XayQypmnKOMFdAdlL1EuxgUe13eSEiNAtyckX1x5BYUUz3IsjiN1qYdyAVNZkF7Mlr5WRMc/+4aYoYkzoWgRHOnLXwRsz1Pqqd2Hy9Wo9Wg/2nY2qIrXcuwpiktomTbG6JPT/aOBRsG0udB8dOra2y6G3nmLzSBA8F0EQhP0cN030iYxJAFc5bJuvomT966nnFTo8o3q3fXpibRKctpanKdoDYqwsBzbPhqHHRW5i7YAYeAhdi+BIh6cyNCUjJ9CzytLCpsX7G87Ah3XBRkjpF/26AItdNX2u3GfuKws0dKz99iuvVnqFIRwjTWUtMSY97wVB2I/xGO/oL/2m/gGOBHCXwfb50PsQcCa13eSE/YqEGDvl1S0UY7aAg+eiJ+Cdc6BiX+PjOzgixoSuRfBDu6dK9VHpM15tb52jlhZxhgLAEeSeOHBK9O9nNH2uLjX35QdSRquKQlMT965Sb2UNoiXGqoshuZ+5fXcKlOyOzr0EQRDaG6O1SO9x9R93xEPpXti9XFIUhVaR6LTh9vm5+cNVzN+U3/ILnf5S69rqdABEjAldi+CH9sp9Ki1u8NGhYyRNURH8vZpyS/TvZ7gp1k45tMerdMH7eioRBsr1MmOYOaZ2BCtSeKohNgVOecLcV7vn2aKnYMVb0bm/IAhCG6LX9A5r4KVkTIKqF9N9MEjEmNByEgJ9zz5als0N7zXgnBwOY84GS+eWM5179kLXQNfDb7jrroTsZQ0f37fVXF/9vlr2OQz+ngXXr1Zpi74o1R91NnJ+V1HD61dDXFr072e1g99b9/s/4AhzvXB7YG5roOcYc3+0art8LrDFQLeR5r6yPaFjZt8On10TnfsLgiC0IdVVVbixNZyW7gjY29uCskoEoQUYYgzA35IKgKHTYeL+8bdXxJjQ/rjKIG9Dw8dfPrr+pr/1segJ+M/RsOYjlUoRjK7D6vfM7R0LVHRl8NEq7z21v3r4XvSkssDvypTlQEUejDpTfV/aAiNN0VvL4SlYjDniVV1Z2R5IHQgjTlH7KwujU8/ldauIXbcga2Cjx05tpJ5MEIROTlVVJT7N0fAAw8Wu7wSV5i8ILWRQptkup6TKg9vbzHY1F34IJ9wX4Vm1DyLGhPbnvREgkScAACAASURBVAvguQngb+AXcc9yyN8AGxsoKDbwumD+g2r948vg4z+FHq8I5CQHW7RPvDo0vD3+z2r55unhz39/xEgHDI4+RRuLXfUZqx0ZywwSQt5q0+AjPgPOe1u1KPB7otNvxOdSYswZ5DzlbaAvysavI39/QRCENkLXdfzVpXhtjTjnegN9JyVFUWglo3onM3NsL84fr+qyC8q7blaSiDGh/dmxUC1dpaH73zkP7gp6CP7xX41fZ979odv5taJthgPfeW+b+w46L3TMCQ8oi/v8jY3fa39nTyB/u/uotrun0fS5ttgJTpH0ukxRHZ+plrGB49FIVfQG0hQB7iwGzdKwjX7Z3vr3C4IgdALyylz0IZeq+L4NDxp6vDJPGnZi201M2C+xWy08cd7BHDOiG6B+/roq4lQgtD/2eGWV+9JRcNar0PtQtX9TrUhYQ+lhBms+Usu+E6D7gbDus9DjW+cqc46+E+DSb1V9Uu3eWRYL2GJVpMXv7/RFoS1my4/Qq41tixtKUwx2SfJWQ2WBWo/PCD1eWags+COJL5CmCKqGwuYMFYvBqYnl+coQxtn+/VsEQRCay859lfTXcvGnTm140CEXw0Hng1UeH4XI0C1JvfC8/+v1dEtqWerro2cfhMPWeZ/X5LdJaH9sDnADRTtUfdhdJXXHHHoJbPiq4Wts+ApKstRbuws/gHkPqHS23z9WdU8AW3+EfpMgJhH6T2p8PqAEmSWm4XH7K143ZP8GE65s2/ta7ep77nOpN696wLSlTmTMEGOZocejHRkDtR4cGfN5zPX5D8C2eXDZd5GfhyAIQpTJyitgvFZIUfehjQ8UISZEkCHdEji0fyr5ZS7yWxgd0+ncNdvyGyW0P6kDQxv9VpcoxyarQxlsHDJLCbWG0sMAdixSyz6HqeXBF6m0xRVvKTFWXaIc+I7+Z9PzMSIhtR/EuwqbvgV06NNAn5loYXWA7ld28jGJqscXQExwvVaQGIszImMBMRYNe3ufO7QxuDUmNDJm1E8YZP8W+TkIgiC0AWW7NwOQ2GtYEyMFIXLEOWx8fFWYJm37KZ03pifsPyT3hvQhMOQ4tf1AP3hmnHoQHnsBTPizEkWeqoavYTQoPvLGwDX7qGha9jKVblicpfanN/HGD8yH7+CoR1fCEMb92/jD0RC+1SUQE5QeGZwq6q1WNWOaxUxPNJbRaPzsdZmRUmOOwWmUhuvmac+o9Nc+hykjkWg1oRYEQYgS7vwtANgyBrfzTAShayFiTGh/vG6wx8Gxd5r7CgP9wBK6q6XNGajjaqDfWEWBipRYrOa+PuPBVQIFG1UKIyiR1hTGw3dX7TdmiF57XNve14hwle6GxO71j6nIV//iMkyRZtT9NeRy2Bq8rtDImFEztvNn1Y7BcPjsf7j6Wa0qgucmwoMDIj8XQRCEKGIv2aFW0ga16zwEoashaYpC++OtVhGHzAPqHkvqpZZG1MTrMqNgwVQWmIYOBn0DDSl3L4N9W5R1erBNekMEpyl2RTwBi/i2FmPG/5+rFDKHh6b8XTEP3rsIFj+ntoObMAf/bEQSvx/c5aEmJrYYyF4K6z4196UOhPTBEJeuhL8gCEInJLFyF+W2FBLEhEgQ2hSJjAntj9elIg61i4KT+6nULzB7gzUU/agsVA/DwaQOVEYQRTtUFCNjKMQkND0fQ4xlLzUdGrsSnirlOmlrpPFnNAj+/0vsFXqs18EwbHr9Y43/L18tF8bW4ioF9FB3xJ5joDQ7dNzAI9WytniVJtCCIHQievv3UOJsxNZeEISoIGJMaH+MxroQ+hB+0kNm2qEhxjyV9V+joqCuGLPaIKm3clTc9E34kR5jLv/7k2oe/eAAWPd5eOfuD7gr2z4qBqH/fwndYMZzcGlQe4PkoIeE4PlpWl1jjUhQHXD1DK5fG3Fq3XFJvdXykItD9zfVikEQBKGD4PX56aflUhYnYkwQ2hoRY0L7Y0TGAP74LZz0CFy3EoYHNZVMG6iWeetDz132GvwrkB6WVCuaAjDseCjcptYHHx3efGo7KFYVwXe3qnVd3/8jHp52EmPBaabxmXDwhaEmIsE9xPze0HNrG2tEAiNNMjgyNmhq3XGGiOx2AIw6y9xvNKcWBEHo4Li8fjIoodrZrb2nIghdDhFjQvtj1IwBpPaH8Zeb4sugxxi1LFDWu/g8KjVx+Rvqwfz4+2DarXWvPeAIc72+4/WR2FMth52oep4d9XcoyYas3+DuFBUpi4aNekehaHvDBhrRJCZJ1fWBiozVJliMuctDj1kdkTdcyf1dLXuOMffZnXUdOYMjekk9zfXSPZGdjyAIQpRwuT3EaF50wxBJEIQ2Q8SY0P543U338zLsy9d+opZf3QgPDVTibOxFMOma0AiGgSHGRs5Q6Wzh0HMM3LwZzn9Xbfc5DNDhlWPVdnUx/HBXeNfqbPg8qlau78S2v7emmdGx+HrEWHCaYu2URJsz8pGxqiI1j9QBoftnfQZH325up/Y314cca66X7o7sfDobfj+s/1ItBUHo0LiqVQmAxe5s55kIQtdDxJjQ/gRHxhrCEFLZS+D721VEDJTJwqCpDZ8XnwHXLIGZzzdvTgndzHsOOQbSAn1X+k2CjOFQvLN51+voeF3KuCNnjUpT7NcOYgzMRs71RcYSgqJ1p78YeszmiHzNWFWR+RIgmOTeMOVmmHi12g52dhw0Fa5dptZLsmuf2XXweeG+nvD+hbDkxabHC4LQrrhdqqWJZhMxJghtjYgxof3xBdWMNUbGMLX8+anQ/YOmNn5e5nBwxLdkZgpNg2Nuh5Ez4aKPIbEHeKLQ06o9eXY8PDNetQEA08UyCpRVe9iaX17/wfh09bMQk1j3mMWi/q+Pv0/VZwVjjYl8mmJZbv1izGD6vfD3XWafM4OMIeq8rpymuOgJUxxv/6l95yIIQpN4qlVLE80haYqC0NaIGBPaH2+Qm2JjXPCBuX7ZDzDwKBWVSMiM3twMDjwdznldiTp7bMOujp0RXVf2/yW7oHKf2pfYI+zTPT4/HyzNorTa0+i4vLJqCspdPPTtRo55dD5ZhfV8D5N6q8bcDaWUzvpMpaTWJtIGHms+gqzFMGgq8zbmsSa7pO4Yi6X+1FhQX0dXTlPMW2eu50vvNUHo6Hhc6uWJVdIUBaHNkabPQvui64E0xTD+AATX7iRkwkX/A9rB2dDmbHlKnN8Pb85UgmLY8ZGdV0vxVJnr8+4HNLOlQBh8smI3f/1oNd/+nsOrlxzW4Ljx9/4IQO8U9eZ1ze4S+qbVcm085s5Af69mYouwtf3m75WRy5RbuOS27wDY8cDJ4Z+f1BtKurAYCzY1Kdyq0hZr9xEUBKHD4HUFasYkMiYIbY5ExoT2xReIpjRVMwYqWjLkOLWe2FM93Fnt0ZtbQ9jjmpem6Perh1EATwVsnw/vXaC2y3LhrmSY90DD5xduh/Io2qRXF9fa0TyBm1eqvhdzNuQxb2NevWP0oHYAsQ4l9HbuqycylthdNeduLlZHZJs+VxVDQjf0ZojSEJJ7120O3ZUoywndLtrePvMQBCEsvG71Us4qYkwQ2hwRY0L7YkQzwhFjAGe9An/dHv74aGB3greq6XEV+2DhE/DkQaomy1NlijijT1buGrWcd3/D13lqLDx9SOvm3Bi565oe0wjVHtMtb+2e+qNaZS6zL1hhhRJNO/dVtOq+IdicKt01UlQXgzOFkqrGUy8bJKm3MgBx70fprM2hLAe6j1I9AwG2zWvX6QiC0DjegIGHLUbEmCC0NSLGhPbF6BcVrsGGMxni0qI3n3CwxZqiStfhl2fhwYHK5dFw0MteBk+Mhh/uVLVYhVth7+q6tWauMnP95aPrNpQ2bMFbkroXLstfV8srF4Y1fHtBBUUVZhTK5fUR57ASa7c2KF7Kq+sTYxEUKrYYVZvkjpDAqyoGZzK5pabAc3ubYdGe3Ectu6qJR3mOquc8+CK1/fXNLbvO4hcga0nk5iUIQr34Ai+ObBIZE4Q2R8SY0PbsWgwPD1Wpd1WBFDlnSvvOqTnEpoK7TPUauzsFvrsVqgqVy+Nv/4HfP4b/HA2xKUrgXLdCnZe3NrQ+C6AoyCJ/97K6Yu2bWyI//4p9sORlJfS8Ltg2H0afDT1GN3nqF6v2MO2Redz5+dqafdUeP067lZQ4O8WV9acKVrq9dfbtqs/Ao6VYHSoF9K2zInO96hJwJpNXZqajVrl94Z+f1Fst966MzHw6E7qu0m8Tuyuzm6SAMP38OqgoCP86Jbvh27/BK8dFZ56CINTgd6vPOltMXBMjBUGINE1WVGualgy8B1iBCuBcXdcj3F1V6FIsew0q8uD3j0w3usYsxDsa/Q9Xy4WPq+Uhs5Tl+mfXQmUh/O+KwP4/KIHj90P6UPjtVeg51rzOqyfArl+UZf/go+HXF1SkzBEP+7bCGzNVVC0YXVcpji2tlVv2OnxxnVq32FQEx1UCo89R+27ZWjc6F8R/F6nan5VZSkR/s2YvhRVuYmwWkmPtFFfWjYyVu7yUVCkxdvyB3RnePRGPX+eF+VtxeX3E2FpYlxWMUdu16+fWXwtUmmJsSkhk7JMV2VwyeWB45yf1UsuPL4PRERKInYXqYtVmICHgyHnEDSoytvx1yF0Ll//Y9DV0XaX2GmT9Bn0bNocRBKF1+AMvCu2SpigIbU44kbELgcd0XZ8O5AAnRHdKwn6PkcK1bT58epVaj+1EkbFgO/ODL4bTnoZRZ0JKP8heCgOOVMcOv1YtLRY48kZVH/blDea5u35Ry0HToPc4te4KpG1um2cKsXGXgWZRDZm/ugkeGWYagjSXYKOQL2+AtwNCYcARahmf0WCrgH3lLpbvUiJsV2Eln6zI5qq3l/PVmr3E2CwqMlYrTVHXdUbd+R3XvL0cgD9OHsiN04fTK9mJrtPymqza6M1IIayP9V/CI8PV93bTd6qW0ZlCbqkZGbvri2bU1hmRsa5IWa5aJvZQ0cS0IAG7eylsaUSM+X0qKllZaKYwA8y+PTpzFQQBAH8g9d7hlMiYILQ1TYoxXdef03V9dmAzEwixS9M07QpN05ZqmrY0Pz+Kjm/C/oNR17PpG7VM6gMZw9tvPs0luL6txxhzvaJApSJum6t6oAWPG322Wu5dVfd6A480mxznroFProTV76vtW7aqhtOxqfDCEbD0FZUSuX1ey+beY5Ra/n2XMleITYVRZ4Gj8T/A6/aU8q8vQ8XI/71vfi1Ou5WUWAcltSJjVR6V2pcTEDXxMSoYnxSrInulVS0UlbXxt+I6az6C9y9UdU7lufBOIEroTCa/LNQUJOy6MbtTRYbiu7V8Xp2Vsr0AvLvezQF3fMsC/xi4Zgn0PEgdX/Bow9HXBY/CA/3g5yfV9pE3qZccBZsia9AiCEIIhhizS5qiILQ5YdeMaZo2CUjVdX1x8H5d11/SdX2cruvjMjPboPmu0PmprtVA98oFTYqBDoUjwVzvGSTG0gaZ671ruR9a7XDhR3WvdeLDMOIUM83uw0tg1buQ9asSqfEZSjBljjDPie8Gi55s2dxL98KwE1R0b/zlcPMWOOPlJk+78YOVfLZyD92TYjjjkLpRH0dNZCw0g7m22OqZrPrJJTqVKCtrolF02PibUc9Vm9Uf1L8/NpX8MhepcWZK6LB/flN/s+r6GDxNibIokVNSHWKk0mEoV5Gxl1ao79O7v2VB5nC4bDYccwfsXKTqKx8ZDt//Ex4eotJzq4rhl2fUNYyf7/6T4ZQnVDPy/xzTHl+NIHQNAmmKMRIZE4Q2J6wunJqmpQFPA2dGdzpCl6C8Vi+qzlQvBqERr+4HmusXfgA7f4bYNDMCFYwRGRg0VaUh9h6nBJGmQd/xoWMzD4DTnjK3iwMpi0OOg6SesOHr8Oa6azH873K4Yr5K5SvJgn4TzONhNuLdVlDB+eP7cfspB3DbJ7+HHJs2PJOTx/Ric15ZnZqx0iCxlRhjIy3eodadSuCszCrG38q+3U67hZE2J5qxw+sGmyP8C+RvMNcnX28KAWcylW4vfVLjuOu0gVz/njLjqLdZdX1E2m6/FjOfXUROaTUPnDGa88b3i9p9mk1AjOXrKp13Q07AMdQWA0OOhR//BbPvUPt+flotdy2GOfeoVgAxyaqOEZQjY0J3tZ4TaANRng9rPoADz1C/C4IgtJrycpWxIk2fBaHtCcfAwwF8CPxD1/WdTY0XhCYprvVjpGn1j+uo2IP+WBnphaBE5YiTGz4voRvculedv+VHlZ5ofO3OZDj7dfjwDzDpWjj+3tBzDQF42tOw6h2oLFD1ZTEJNMpn1yoh98Es2LFA7QuO4IVBtceH2+unT2oscQ4bvlrq6b+XKiH5/LytuLx+qj0+nHYrfr/OvV+trxnXLz0OLfD1dktUfeLubk4dViMsGptITbyuIs+sS2yKbfNCfx6PvTtIjKUEvhYLh/Y3XxjsKQ6jxxwExFgzmoM3A4/PX5P6+cHSrI4lxqpL8WOhHPV7si2/ArfXj8NmMU09NAsMnALbF4DuU7WLVgec+5Z6afHYCDjsT6bYOuxyWPOhclh8YbLq4fbdrTDxGhWFHnCkcm8UBKFFlJYHXppY27GHpyB0UcJ5LX4ZcAhwm6ZptwHP67r+fnSnJey3eKqgcDsceqlyVpvSwv5D7YmmweHXmUYdzcFIxxx6bN1jB86EIbvrF1jnvg3rP4fEHpDSX+0r3hkamavNnpWwb7NaN4TY2a83LhjrwYhuJQVSCw8bkMrnq1T/rCummMIuJZDOV1zpoUeyleyiKuZvMutIB6SbEcX+6fF8es3kVht45JRU8beP17BmwCX03vBftbM8N3wxFmxoAqEvBpzJVHvzSYix0TvFFOBhW9zbYsx+dBGmuNLDO/Z7SNXKuC/vzxRWHMarC7dz3TFDleiJMtsLKvjm9730TollxthaaauuMqoscWDGKtmSV87IXklm2u1B58MJ96vasTdmqJ/P8941fy9u3RP6UBifoVwa3zpTCbFB01Rt5uJnzTGDpsFF/1OGOYIgNIseniyKbBmkyu+PILQ5TYoxXdefB55vg7kIXYG9q8HvgaHT4dQn2ns2LWf6v6Nz3YYiXRlDlCMjQGrAna6oETFWUQAvHRW678SHlOBrJmWBhs2G6cZFE/szZVgmfVLjsARpl5TA8b0lVSTF2tixT6W9DMqIZ1tBBf3SQ1P7xvZtvYNmdpGqSyq1psPlc1TjbMPNryk2fW86WgaTPlSJWGcSVe4cMhJi0DSNTfecyIjbv6kxJWkSm1NZvOt6xKO/uSWVHG5VUcUrfe/y148m8cP6XEb1TuKEUdFN3Vu8bR/nvWSWDtcRY+5yKohl8pB0rjt6KOe+tJhbP1nDp9dMVrWR162EmCQ1VtPggg9UTVhy0HVqN4HvN1Et89fDAafCqU/BVzfC2k/MMdvmQtF2SB8cwa9WELoGvX272Rs/hE5WNCAI+wXhFYwIQqQoyVLLZqbKCUGkBkXGGmL56+b6dSvhs2uUUUgLKA1ErwzTDU3T6J8eX2ecUQ92+nOhvb5iHcqcZEB65AvDnXZ17WqvT9XqgYqchEP2klo7AoJp1qew9lNI6I7Lu4HYwD0cNgvxMTYqw42MlanoIVt+gKGRbVy8eN1WjKrEIZbd/LQ+mxMty9maNyyi96mPXfsqmKCtZ4Z1Eev0/kCtSKurlFK/k35p8YwfqP5PVmYVsy2/nIEZ8Wi121jYnaFCrD4GTYWzXwPNGjC8sajtI/5PmYBUl6oG2/MegP6TYNwfI/PFCkIXIUavptQq5h2C0B6IGBPalpJstQx6+NJ1HZ9fx2atPz3iq9V7sWhw4mgp1gcgLl05OhbtaHiMJeAAeO7bqs/TpWEaftRDqREZczbeaPqQ/qncM3MUFS7TQTEt3sFHy9T/ea+UyBeGxwRS8qo9PrAHBKK3Sompoh2q4XBD1LbDtwXS4pL71PSIM2rGDGLtVnWvcBhxCix/A3J/j5gYq3R7WZlVjKtI2ce7Mw6ke8Fa/ml7i1m22Vz8QyznHHYjmYnRqfuocHn54fO3eD/mwaC9QRFuXce/ZxWl/hh6JjvRNI3rjh7CU3O2cPSj83nsnIM445AwU0hrc+Dpdff1PAj+8IWKhj46XBl7rPlAGeD0n1R3vK7DnhXKzKbPuJbNQxD2Q2J0F36bmHcIQnsgycFC21KSrdzSgowv7vlqPUNu+wa9Vu+hCpeX0moP17yznKveXh5Sf9Sl0TTVVLh0T8NjynPBFtvs+rD6MOznjTTFhrBbLVw0sT9/Pmpwzb+zx/UlIyAM+qRGLzLm8vhVWiCoOq0P/wA/3Nn4yYZD5cSr1XLKLXWGVAXMSAziHNbwI2NDjlOiuKo4vPFh8PeP13DBy78Sn/UTALZRMwCYZVOtIIdp2Vz+xtKI3Q9g175K5Xrp17nh/ZUk+krqH7h9Aaz7FEvJLr71HVbTxmBwNzP19sYPVrG9oCKi8wOUecdFHykTEFApiyFfxK/KxfWL6+Dlacomv7o0/OvnbYCKfZGbbyfi13XbqYhUCwqhQ6LrOg7c6CLGBKFdEDEmtC2lu+uYK7z28w4AFm4pCNk/89lFjLnr+5rte76MjPPefoHNoQw9diys/3hZjjL7aEWtktvrZ1NuWU2vsKYiYw1x3+mjeXnWOAZm1E1tbC12qwWrRVNpiobLpTfI7TDn9/pPBNi9DA44TRlJ3FVSx0xG13XKq70kxJgJBE67NSTy1ygWCyT2bFw014PfrzcYfVuXlc9QLRt7eTaVWiyW0WeFHL/K9jk9nJHtPXb8Ez8x89lF/G/FblavW8+jjhdqjq3392VNdokSK6+fAh9egiuuB+/4jqFnsvr/OPaA7tx6ktkn7/6v19e5R0QYcizcng8Zw0wb/G3z1NxenQ7PT4b1X5jjV70b3nV9HnhuAjw8CL75G+RFaf4dkHXrfmfM++NZ9vV/2nsqQhTx+HRicaPbRYwJQnsgYkyIPmU5UFmo1kuy69SHGA+7F7+yhIn3/Vizf3Neec36gPS4kJ5VXR7jYfOTq1TqVXUJzH9YOSjuXqbqyRJbl9b56Pcbmf74T/y+R0VCjJqx5pIca+e4kdGzHXfaLFR7/IGoiBbqYPi/K+o/qWKfSmPsfWiD1y2t8uL16zW1cAAH9kpm8bZ94TerTuoFZXvDGxvg5g9XMeL2b/HX04DtGvcrzI75KwN9O6iwpkDqAFUrN3AKHHkTGVopfym4t+5FW8DLP23jlg9XMcb7O2dafuLWD5fyX8fDNcfzuh3BAZYsFm3OpWie6Wq4sP/VlBNHj0BkLD7GxhVTBrP4H8cwY2wvvl+Xy6bcsrDmkF/mwuVtZkPvnmNh49ew8Vvl1PhcoK9eRZ6qJzwt0Fg6XJEcXH/56wvw3ERY1TUMhffOfYFYzY01b217T0WIIpUuD3Gay8wuEAShTZGaMSH6PDoc0OCuYiXGatVq9E6JrbE4zymtZkNOKV6fjqYpnTFrUn+sFo2Plma3w+Q7KCc+DN/cAiW7lHHBS1PV/rn3mGNGta5H+8oslV735ao9ZCQ4iHNYmzijfYg1Ugc1Dexxob29XKXg98OX16u+VUbj7T3L1bKRuqGsgFNjeoIpxmZN6s/Hy7M58ckFxDua/vi8tdLGYN9WLnv8p7C/no25pdjw8ejsjZw/vl9NemdJlYex7hVggWGWbCrsfZQ74Y3rVb1bRQEseBTd1/qXFuUuL/cGIlg7nMo5dLg3i5GWnTDmXHBXkBF4wZIx5yZSrebX98RKCzaLRq+U0Ae7HslOLj9yEJ+t3MPWvHKGdU+kMarcPg679weOHJrBm5dNaHRsCN1Hwhrg3XPrHnOmKCfXxF5Q0Uja876tKgJWuA0WPQF9J8IpjykjnMpC+Oom9T3fNle5lNr2v95MJeUVjMn7HDSYnPMm2Tl30KdHt/aelhAFcouKSQFi4xv/nRQEITqIGBPaCF1FLKoKVbQgiL5psRRVupk4KJ1PVuzmhCcW1Bz798xRXDyxP498t5EKtxdd12saB3dpJlwBY86Gh4fCus/qH2M02G0hhggprfZy6kG9Ouz3PSMhhvyygACzO1U/KoOk3kqwLn9D/bsrUO+0d5Va9hjT4HW/WK0iJ/3SzFq3g/qm8Jejh7A5t7yh00LwFPQgs3QpA9PjwkoZ/XZtDvfZXuEC2xwGzH2bbfkVPH+Rit69/NM2zkZFyzK0UrSMPubXDJCQSbZ9AHtddm5/bpGau3cHwz3rmR17YljzNVixq5jn7E9wtG01gVtyhe0rdHsc2mnPgM2BZfcyePlozgoIsdLkEZQnDuLqw06jR2oScfWIVcPE5b8/7+DnrY3XYBnf/wWbC9iSV8aQbmE+KI67DH64C+K7QfoQcJfB+CtUk/Sx56s+Z4k9TGfX+njvAsjfYG6f9LBqI3HFPNUf8YUjVF0iqL5/E682/x9A9VMsz1WRy07K8u/fYppm1gfu+O4Z+vzhX+04IyFa5OYVMBxITGp9uxFBEJqPiDGh7agMPHw5Qz/wqzx+uiU5uXvGgXyyYnfIsf6BB+G4GCt+HVxef4ihQpcmNhVS+qq0RJszNCIEjb/5D4Nt+cpoYVj3BP49o5Hm0u1Mr5RYdhcHvnZbLJQHfd3eKjNFFsDnVX3u1nyoaoucSQ1et7TKg92qcWj/tJD9N00fHv7kfj4Yvv+IF84eDK4ySO7bsCjzeVn40qsckTsHgL/b3mP+nlMBJcYW/r6Fmy15NcPTM+pGKeKS0uhV7iEhxkair5gn85Q5yeLkk9C18H5vfH6dHuzjJOuSGiHGzBdg7n1oY89X9Yqg0gFjklT0EUj6y08k2WLoVf9lAUiNs3PYgFS25JWzJa9xQVtcaUb47vp8HW/9KczomDPJFN0N0fMg+P1jFTWt3eR2+09KiE2+XqVY958cGmXufiBcMR8+v1aJ+h/vhsXPw4xnVNRtyUvwzV9Bs8D1NMXmeQAAIABJREFUqyClX3jz7kDouk7K2rfItXSnu1/17bPSRLpo0U7l8uqtbrpVgdChKMvZCkBi94HtPBNB6JqIGBPajvfOV8uY0AfgKreXOLu1jkFE//Q4Jg5KB6hJCat0+0SMBROfqR4ebU6Yfi98f5vqyVSeBxOubPFl9xRXsSGnjH+cOIIrpgzqsFExgF4pTpbvCvQWi0tTqWWghFnJbhWhMMhaDOu/VA/bF33c6HXzSl0MDTca0xBGP70vboB1n8K022DyDaagCeaXZzgi962azSttX9CvLJeLXxnAcxcewqllH+BHw3Lx/2DxCzDmvLq3S8skzb6HNx0PKtEZ4I0LR0Lt/l4NoOeuRXv+L2rjnDchc7j6N/b80IEWqxIpy/6r+nqFkaqnaRofXnl4WPPYkFOKz69z7TsrWLilgPV7SzmgZ8PiuVn0OUzNe9O3yup+1bvQayx0Hw0LHwdHIky4CpIaqLvsOQb+/JOqQXtwgKpHe+ccuPAjJcRA2ee/fxFc8nXDzdw7KGtWLeVg32pWj7ie6oxe9F/4N7zlBY2f9GRQlPns1+pvRSB0SFwFOwBI6ikN0wWhPRAxJkQXr8tcN1LDaj2YVLp99EhSQuyW44fz8HcbOWJIBo+cfRCOQB8pw0Rhx76KEEOFLk/GMMj6Fc54STkDAow8rdVv439crwTMMQd069BCDKBncizFlR4q3V7ikvvCpm/Ugcxh6mdu9zJz8GsBq/8JVyr3vQZYsDmfBZsLOGFU61I9GXKMWq77VC3n3quiKDdvAmstd8o9K+qcPlzLYsHmAhZsLuAo/xJ2pU9iwOCjYfDR9d8vLh02f1d3f3Vx2GJMM35PAQ44tfH0ymPuUNee3Eg/txYyoocSXi/POpRjH/uJy177jZ//cUxkLm7UCr4XJDA9VcptMam36l0WJMQq3V5i7da6vwuxqXD267B7Kfz8NHwaaJNw5SLlHPvOueoFyalPRmbebcS++S/iwcrQ6VcRm9aTzUteI7VodfgX+PAS6HVwp07T7EpoJTvVMqV/O89EELom4qYoRBejl8+woJoVR6gYq/L4cAbMIa6ZNoTt95/EW3+aUOPGBnD4YBUhW7ajKLrz7Wyc9DDc8DuMnKEemg+/NiJpUe8uyWJEj0QGZ3b8N/qGUcSe4mroe5hq/jxyJow+Ww1Y+2ndk469q9FrfrQsm0SnjX/PGNW6ydUXLaoqBHc9KXpF21XEJojBlr385LieFRu3kqkV40pq4mEpLq3Wtvq9obqBtL1fnoXvblM9wgyMyOJ57zZd5xaXpqIgqdF7iBvSLZFBmfHklFY3PThc0oeGbg+aBv+3Fm7aBFctgnQzQuD365z45AKmPTKP1xZtJztg7FLDgTNh+j2q0XRFHvQ6BHqMgmHHw2GXwbLXwR3Z3mpb88v5bUdh0wNbyJDihWxImEBsmhKkpRkHM9SzmbKKZnwd9bUA8Hlh7n2QtaTp89d91nhrCqFVVLq9NcZZzvLdlFqSO10EVxD2FyQyJkSXnMBb9gl/hl2/qLfotT7wq9w+4oJSD+uLxBjRsHu/Xs+fjhzYqmiNz69jtdR/vsfnx27tRO8o7LGqbiyC/Ly1gHV7S7npuGEdPioG1PSz2ltSxZAj/k9FaTQNtgTaJOzbrOzfqwIPrwecZvYka4B95W76psWRHNey3mpN4q5UURUDTxXkroNJV0P2byFD+1nyyVn+DcmOSvISm2gRcNRflWmFIwHKcyBzBLx9lmpwbThJGvj98N2tav2XZ1Q0qO8E+ClgXz9gciu/yMhx0qiePD9/a0R7Df4zsPxswO2sSTsJvtsWdNRsR5Bf7mLnPiXA7vpiHXd9sY4nzxvLjLG16qJ0v1oecrG5b+AU+O0/ULBZpUG2kEq3N8QQ5ZhH5wNw5NAMHjtnLJmJkXVzTPKXsjfWrP6LHXQ4MXveYf479zL98vvqnqDXbcMQUqvpdcPnf1GR6vz1MP/Bpuv6PpillpfPabQFhdAypj48j7wyF/+7+nCSXXsoje1JhJKABUFoJiLGhOiyazFoVvXG//z3YP4D6mExiEq3r0nb9GBRsCGnrMW1I0UVbiY/OIdLJw/gluNHUO3xUVTppmdyLGv3lHDyUwt57dLDmDq861o4by9Qb79nHtw5ivB7GWLMMPEwflaCI7BH3gRb50D/SWHV0hWUu2os5aOCpyp0e/dyVePV73BYVDel7TzrXAAsCU2IMWcyjLvU3PZ5lGHO+i9UymEwm75Vy7EXwsq3Yemr8GHQuY6OY3N96IBU4n+x8u6SXRG75mxeJI0SNm3rB9sav+5pB/Xiggn9uPWTNVS7ffzt49X8d9GOkDFTXKcxy/Iq1y7uR/Wvys2yj7eSZ4DH3/2C+c7mRccyEmJ45oKDmbcxnyvfWsZFE/txz8zRIWMWbC5gxa4iph/YynTaIKrdHhKpRA8yWho0/kRYCH33fg/UEmOVhfC/y4MmPhwKNoa6Ve76GVa/F3peWS4YLxc81fD4SDj+PjjoPPOFAMCCx+C8tyPzxQk1DK5YziW2NVz4os6X1jw8ia3MAhAEocWIGBOiy85fVLF7TIJ6EJ5V14a9yu0jNoyeTYv/cQwT7/+RORvyWpw+t35vKZVuH8/O3coZh/ThyR828/mqPfRIcnLBBJXeN29jfpcWY0bqSqTftkeLlHgVvTLmXYMjSEwNO16lcIbJvgo3Y/tGyOb5hAfh27+pptT2OBUd9tR6MM8PpHT1HAP9JqkoMsBls+GV45hsVU13M3s2MwXValcibPUHMPEq5ejYf7JKWzQelo+9Gyy20ObGV/1c12WwHZk2vBur7zq+vafBnJumsru4ivu+Wk+ZyxtybGXsdFamTscBGFWtFXo/vEVWBmvZrIgNP8paXu3hh/W53P3FWt5dov6f3lq8i5unDw9xmQRYs7skomLsx3ce5WRNx1VtpmM6kzJY3PNCJu59m0+fvIETTpqJc+hUdXDnItjyg1qPTYNrfoVHR5g/XzsWwjtBZjMjToENXyrjoTGBVOLS3cpt95M/q+WcoH6J4TbnFprFuw7VHD7eW0U/LY/yPs1wiRUEIaKIGBOih9etCtvH/bHhIT4/bp+f2DAcEnskOxnRI5GHv9vIw99tbPX0dhdV8fkq9Yc+p7Sax2ZvAiDG1nEeQtuD0iovDqul03wfjBTXSnct6217kBjLqFUjVIu9JVW89vMOkmPtnH9YPwor3GQkREiMHnqJct2bdI1KQXzrDJWmGEyV4QaZDn/8VtXWuMvrOI8mJbdAIE68Gla8aTYGN7A6zHuOOccUY2MvUvbtQr30Tonl2QsPCf+EZ4ZwWnoZp50/PuxTqj0+TnxyQY0QmzWpP2/8spOx/5pdM2Zs3xTW7C7h6TlbGD8wjSOHZjZ6zaKyKircHvqkN5xV8Pnzt3Ja7rMAdOvRJ+RYfHpf2Aszi/4Lb/+XdafPxm91MOqji2rGeIafgtfjJzaxO6x4SxnN7FikxP6oM1U7gTNehsdGwPb5MOIkmP9QaG2ikToLkNhTOcMKUeMPNvUzlTrw4HaeiSB0XUSMCdFj9zLVc6bfpAaHVHnUA3RTaYoGD545hoVbmrBYboKSKg8v/bSNDTmlaBpccviAkJQjr19nX7mr4Qu0gKRYe6epRSup8pAUa+8U9WIANqsFh9VCpSc0UhEixhphyfZCznnxl5rth75VQt9oet1q7E6Y9g+17ohXS08lrHzHFGlVxcp4xDD8sNpM98Pj74O8dSqq1ZLame4jVduDpa9C4VZzv8+tUoYtFpUeaXD8vc2/h9Aw3UeqdO36epo1gNNu5cbjhvGXd1eQHu/gj5MH8vmqPRRXeuiZ7OSKKYOYNrwb2UVVXPTKr6zOLmlSjK157GRG+TfC3bsbHGMIMYARM/8WcmzUjBvI7daN7nNuBODVDz5iuJbFKBt86J3CCn0oc5cfzt7F37LDGagV/ijwIq73ODjjPzDjOfX7MOBIJcbWfASLnqg7kRnPweizYM6/YcnLYXzHhNbgxoZj5Iz2noYgdFlEjAnRY/YdatlvYsjurMJK3vhlBzcfP5zCCjcAqWHa1R/UN4WDWpk+ll/m4qWftnHf1xuIc1i5eGJ/bp4+nKyiSk56cgGvLNzOKwu3t+oetembFss3108hIaZj/8rpus6S7fsYlBnf3lNpFrEOK9W1I2OO8MTYs3O31Ls/PVKRsWCMSFdlIXx6lVrf/hPkrKnrhGgw6ZrW3/fwa1WE7F8B05BTHoc+48GoQbNYlIFHZWHYFvhCmAw9HtZ+oloX9AlfTE8/sDsTBqbxxyMGMiAjnpV3TK8zZkBGPN2TYmrqPBvC7/MzRV8GGhQXF5GSklpnzK7sbEKSYK2hn1WaPZbuUy5jrzOVnl9fyiP2FwHI73McmUc+x7ofNrM3qxiAr33jVdNwg2HHq58xS8Aht+94lar41U31T/jgC9UyJkm90PN56raCECJGRXx/HPL9FYR2o2M/GQqdm/JcZSGdEFp/9cYvO3h5wXb6pcezYa+yvu/WhvVJKUEOeQ+dNYZBgfqzET2SePtPE9mcVxbR+23OLefNxTv5dds+jjmgCQOGdmJzbhllLpWeuDW/gsuOGNTeU2oWcQ5r42mKDbC3pIr5m/Jrtl+6+FCueFP1JcuIRj+79CFgsauHc4OyvZDcB4YeF/n7BWOxwHH/Vrbr9fUpGzgluvfvqgw7XqXprXoHEnsol8swIpwxNivv/7mBrIIlLyt7+AlXMjA9rkkx9uP3n2P8dK1ftYS0YZMoKCpk9+q5nDzjAuJjY9j5vztqxNiOqU8zoIFr9Rx/Buz5QZm+AJmHz2Lq8G7M3ZDHyoAY+z/P1aFiLDk05ZG0QOsAq12l5fY+FIp3wg93hbZBiQmYyLjKGn5ZITQbXdcJzntIzezV4FhBEKKPiDEhOnhdUJINR9RtBmsLpOu9vXgnG3KU8OkZ1FMs2titFh44YzTVHh+njAn9IzRpcDqTAj3NIkWV28cXq/fw1JwtHDUss+br70gc9/hPAPzthBEArW923MbE2q3s2FfB92tzQvYf3GMK2YPOJb/WfoP7vg7thRRshBCVyJjNATYnbPxKbV+5SImjtmLydW13L0ERlwZ9JyqL+9/+o/ad+1Zdd8tgPNWwZzn0P1z1KPvx33DQuaqRMsDXN6vlmg84avALvLS98c+s4379Q836pLnnwFww7Bo+yFuPddAUBhVvAKD8qpUM6D6w8a9p/OVKjCX0UGITcATVmLpw8OGxCzm7+L+w9BWIr5VCOegoGHcZTLnFbK6dOkD1rAvGcER1l4sYiyCFFW6cegz+2DQST75HtbQQBKHdEDEmRIfs30D31fsGuCiQmmgIsTtPHcnQ7m1ro33e+NY3Rg6XWIeVe2aO4tp3VjD9iZ/4+rojcYZhWNJWVAVFlB78Vj2QpUUjKhRFuiXFsHhbIb/tWFbryJWwA6D2/oYZPyCNJTsKo+cm6Q6KvEagQbfQCTjmDph7r+o1tuhJJa5cZapZu9HWIHMEJPVSPbtm3wFLXoSzX4ePLlU9zH59Hu6o2/R+pCOXosok7vlyHVZr/XWe/6hnX65zMN2rt3JO4YtQqFIOV/c+lzFNCTFQorBWn7BpI7rx8oLt3HnqSO7+Yh1bymxwwgMq4jrk2NDzYxLhlMeavo/Rk9IV2WyFsPD7AR0sHeezOlLsyNnHwbjZOfgsEkef1d7TEYQuj4gxITpsmw+aRdlo1yKrKNRJ7pLDB7TRpNqPU8b04uNl2czdmM+zc7fwx8kDw66Tizbr9jbRfLUT8NKscezaV9n0wCAKK9zMetVMpbIFGoG/csk4lmwvjL4g7TEanNJmtUvQbwL84XO17q5QEbJPr1L93zZ+bY6zxylzF4MP/xB6nUeGQmXAwChtEBRu46j1d3Ko8xHeXFw34q7h51A2gg3WHXQrVnc5tvg0+hx8LN17jyZr4Ts4Fz5ArKeYiiNuY/QRs1r8JR4+OIOt952E1aLx5uKd6vfR5oADZ7b4mjU1llV1RWirqdgHCx5VQtleT2bGU2NVtM74f9tPKKnysHbNCg7VdBJ6j2jv6QiCgIgxIZJkL4Mf7lRv+zd/D70OqWMG4PX5WbunlEGZ8WzLr2Dq8MxO49rXWh466yCOfGgOT8/Zgs1i4fpjh1JW7WHaI/O57IiBXDV1cL3nrcwqJiXWzoCMyJlqVLi8xAfMRB6fvRmA644ZylM/bo7YPdqSJKedUb2Tm3WOz68DMGFgGr9uL6xJzUx02tumtu/KhdG/h9DxGH+Fma4YLMQA+hymXAYBDrpA1ZlZY1Rd1cvTTCGWPhROegj2roIf7uLj6dVw+Imh1/L74cEB4CoBZzIjT/5LHVObvkdcAEdcAEDLOjeGYg280OiXFsfOZr4cqZfugRTeJS+pVLqGTCZ0Xdnm56yBabearqSN8f1tsOpdZTA18jTzOnPvgwNPVzVsxTv3O/OQGc8s5ICiX5nlgNR+0sJCEDoCIsb2N7wuZZOd2A5GEW/MUClYsWnQbWS9TXZXZZdQXOnh3pmjOWJoBsnNaITa2clMjGH57ccx7ZF57CpUDyq/7SikoNzFg99uoEdyDKcf3KfOeTOfXQTAjgdObvUcft5awAUv/4pFg3tmjmZY9wQWbingz1MGceNxw6hwebF0DW2M1aKx4K/TSE9wkFfqomdKG9Utzvocina0zb2EjkfmcLjqF3g+YM4x8wWV1r30FTj/PeUyOGiaitZsnw9H/xN6HwI3/K56wul+M31v8NHwy7OQr9KL2fC1ivZMuFKZZrgCUe8j/i9sd9FI0D8tjnkb8xl22zctv4gGMw7qxf2TrsP2y1OqT1lt+3WfR/Uh++Bi1UoFVAplcDRu4zfw2TWqPtMea74gzFWN1PngYvjHbtj0rWpB8Nv/t3ff8VVU6R/HPyeVhBJK6AQChipFYwARLGABBdxVUcHeXXV11bWsKLr+XHUXrAu4K7K2tYANUdldXBBlURRRmvQiAqGEGghJCEnO748zyU0gQNrNnZDv+/XilXvnzsw9ycOduc/MOc95BWaPDmw/LgVumO6KrxwHLk5/nbuiPgYgovHR518UkaqhZOx4krYCJo2AXevcxK1nj6q6E8j6r10i1mGQ+0JxhLtdq7a5vv/dW8XVqESsQGxUBK0axJK6J5O12zP4amWgkt89kxcx6MTmxESFY61ldVoGr31duSX2n5zmClbkWxg5ZQkAUeFh3DEgCYBRQ7pU6vv5XUJD9wU1Mb4KD4XtzgTOrLr3E/9p2sVNBr74fZdkdBvmjtdRsW4C7gL3Lgs8rp9Q8r4ad3ITLKdvgnVfumUf3RR4PelcN61BFbq+b1vq1IrAu/lcLjszDvDe/E00PmUAD/BXyNx5+EqTrnC9MIrautglvBG1XOL67nC3/LlO7o7infNdN/qtiwPb/DnBrVtUkxMhbam7cLLyX5ByQ/l/GR+5K8IlYjvCGhEfXRn3Q0WkopSMVSfzXnFXTOs1D0weu2o6/PAGJF8NH94cOKEsfMv9u+FzmHwlXDMVmlawS8LBbDdR7KHjXLJ2w+sXQL2WMOy1IyZiAGvSMoiJDKdl/ZiKtaUaa1k/hgUbd3P2s6470kkJ9WlaL5rpS7exc/8BWkXFMn3pNn7zVvGiE1vTs2lWxqqT1lp2ZOQUFqOIigijbnQEP4w6l+/X72Laki30TGxAvVo1LzEWCanBz8Ggv7hxVQAxh8/9VSoFZePXfemmTWjWDbLToXl39x4hqEKYGF+b+wdWfDzSpt1ZLPQu4HEgo/iLC98pnog16+aqL/7vWfevZYpLVIvauRomXw3LvXFgF73suiB+cEiidfdPbg6+7D3wbEfYUfJchNXZLtOQ+FA3QkQAJWPVx76tgXLGsY3cySIyBt7xrqKunOZORiMmu8IZz3knoVe9iULnTYChL1asDe9e7k74F01wZZYLfDfB/TzjvmN2hVmdlsEJTWoTVlP6wpWgZYMYPlm0ufD5jf3aUisynOlLtzFp3kZmrUxj6WY3/9ojgztzartGDJ/wLQ9PWcI/rutZpvd669tfGDV1KeOvSObzZVtZtnkvI3q1JioijL5J8fRN0ulYJCTCwiunUl+kd2Hr4onQ/VL32NqjXhSrLprHxTB3jZeM7Q0cM7EWZj/jHncd5qo21o53vUK+e9lVoty2FFLnQ5t+sGkeJF8Lu9YGEjFwBabqJ7ieHSbMdVFsd1bgLmSdJq6IR0bJU2NUN8//dxX3eI+NzTvquiJSdZSMVRcb5gYeZ+50V/gO7bbxq5cgrqV73Oe3MHdc4LXIChZ/SFsR6ALz1Z9d15rwCHdSTP3Bdek4QjeOERO+pWm9aF4YfjJr0zLomVjOK8DHiW5FCk28dWNv+rWPZ7k3+fW4WYErsKe3j+em093ky+d1aco3a3eSti+71O+zcVcmo6a6cRF3vPMjAJ2b12NoD03wKXLcOGukq8JYUIQCjotEDNyUFWkZByEKV9q/181ujNic51xideFYSC5SAbLRCa6wSd4B+OF1t6zrRTD87cBYsYnnuuQMAklXQZn9cx93dxeLim1UchfJambVtn3Mm/Wx+1sC4TY3tA0SkUJKxvxs31bI3OW6WhRcBYyq4ybAfGMo5GRCdFxgkHbz7oFte4xwyVijJNi5BtI3VKwti96FsAg49wmY/hA80cgNiJ54NuRmFz8hHmLuOnci+/Ml3Undk8XwxkcY+1BDnN25CfcP7Mj5XZvRrrHrs9+5eT0eOr8To6ev5MwOjRk1pAuJjQJ3GdvG1+ajBan0enJmud939LDuXJZSs//2IsedOo1h4JOhbkVQxMVEklt04NnYZPczpqErbHLSlSVvGO3NWxkWAcnXuQuHBa76ADZ8B/FJh28XVcJFy9xsV2Dl339wyVufO8r1u4Ta1o3reDcq8P8k0h4MYWtEpCglY3721jDYtiTw/OKJrgzvC13dmABwJ4Zvxx9+UmrW1VXsatwR3rvG3dkqjx2r3aSkX78AzbpDn9thzvOwPw3+XmQOsfP+dMxdvTl3PUDwJtOtJqIjwrmj/+FfBG498wRu6NeWyPDD5wu6uk8b4utGF5ZjP5bMnFzGTF/Jfed15Lq+iUxbvEV3xESkWikYy7pn6KvU/9TreXHenyDlxqN3ibfecbJFcvFEDKBWHHQ4r/SNiPDG6X73N/fzpCvKP74vhMLTfir2vFGtClRXEZFKpWSsvHL2w4w/ukkpzx4VnPfYta74866XuO4nfX7r7prtTYXet8JZD5a8fVOvMl6Tzq68b+6Bkudfyc93hT9S50PGNlcaf/mnLpEr6OpowuAC7+7cNVMDZZkBbvrCneBKkJMbqFD11L9cQlg/1h+THftRSYkYuL/ZiF6ty7Svm/q1wxgwxnBx8uEl80VE/KxejPuK8n2tvpycci8ZbQeRE98FducB+464Xf3wpjQBNvR8mOxtR16vdnTEEYtJzVm9g7iYSLpd8R7MfBwWvA35B93cbUOer3bVFXMzi0+cHdvr6hC1REQOpWSsvOaOd0UxwE1yfMq1lbt/a12Vp+7Xu64T7c+DMO+Lelm7pDTuBDYPdq4NJGgF5o6H6SOh84XFBzYDrPlv4PHwd6F1b/e4aRf4Y7qr4hgRDa1OOeJbb96TBUDfpEZ8vcZ1V6wfq8p9VaEmF0kRkeovvo67eHjzP38AUmDODmD2MbcLJ5EmjGXLu/uPuf6Me88gqUndwuc/paaT1KQOV/3jO8Cb33HoizDkBfhqNHz5FCx+r9olYzYrPfBk5JbAHT8RCTklY+W1Y5Xrj27CYME/XffBxh3Lto+F77pEq+jAa3AH+vVzXFndZl2h500lb19aBe3avrx4MpaX6xIxKJ6ImXBX1nefV73q5i+gZQkJVykS0M+XuSpUT1/UnVe//pnXv1lPqwY1t6y9iIiUTs/Ehrx2XU8ycyq/8l/avmwe/3QZN70xnxn3nsmiTen8vGM/972/qNh6D3ywiMeGnkjt6AjXC+WXOZC6AHJzAtMSVAdZe9zPe1dU6QTgInJsSsbKI30TLHnfzWPS4iT4fiKM7wV/2Hj4HFwlydju5gCb8Uf3/LE9sG4WbF7gEq+Pbg6s2/lXFW9vo/bu5xdPwtyX3HxjF/4VZhUZ5xXunVTycuCG6ZDglVDP3lu63+kIpi3ZSreWcbRuFMtjQ7vwu7Pb06B2NTqBiYhISISHGfp3ahKUfR/IzePxT5exfmcmvZ+ayc79OcVej44I40BuPu/N30Ry6wYML+gm3mkI/DzbXaxskFjhdvyUms6mLVs4uX0bmsYF70KlOZBOFtHE1GsetPcQkfJRMlYen9wFQO6eVDYNfI3EJR+4u1ipP8AJ/WHFv+Dnr2Dg04GuhQXy8+CZQ4o3TH/YFeEAmPl/geVdL3GVsioq0uuOsGut+5k6H/rdA3NegITebgwYQHqqG6Tc4qTAthVIxDbuymTRxj08OMjNeWaMUSImIiIhFx0Rzso/DWLqgs088OHiYq+9fPUp9G7bkC3p2Zz/4v94aMoSHvnYFcDoa3bzRiSMeOZDvredK9SGC/iav0aNoyswJWoIF418u0L7O5rwnH3sN7VRvxQR/ylVMmaMaQp8YK09Pcjt8b8N38FaV178kT2DmfTSEmbe+T0nvJniuvz1uxc+8roV9hgOLU4uvv2WhYfv89vxrlRv406w4ZvA8oTeZW5eetZBdu3PoW38ISV6zxrp+roX+KuXcA15ITBpaHwSDH62zO95JAXdPQZ305U4ERHxl+iIcC7rmUB2bh4G+HbdLrq1imPgic0AVzjp71clsyQ1MN6qXnYtWAA3ts8kuXm7EvfbNe0TmmWsYEa7BzA2D2tKntz7/rkjCh9flPMZm1JTadWyZeX9gkB+vsUYiDy4l6ywOpW6bxGpHMdMxowxDYA3gArOGhwamRnpLJs1iZSht5ZvB/n5MOMfcQZbAAATAUlEQVRR+GasS7TmPAcNEnm8+UtM+tH1wf7LzA28POxVzJRbAokYwN7NhydjqW7yXdqfB2c8AFsXwbTfw1kPQe9b3Gu5ObB4EvS44pjNy8u37NqfQ3ydKKYsSOWJz5axO/MgrRvG8vTF3eibFM+67Rm0PeN+TP0EaNrVzVGW7fUfb1KxK3tHYq1ldVoGnZrVpXUj9U8XERF/uqZPIgBXez+LGtS1OYO6FrmgaDvCugTOiV3NOQM7Hb6zfdvgWVdk6+TEJvDjG64c/sCnA2PMZj8TuAgKbE15gGbzR9NsQlc+aP0HTvvVLXzx9mjSanckf8M8zrjyQXp1bFPm3+tAbh4XjZtDx2b1uCZ3H9kRSsZE/MhYe/S5Jowx9QADTLXWnlXC67cAtwC0bt36lF9++SUIzSy/b9/5E6euGsOygZPo0uf80m+4eoYbC3Zwv+sfXkTW0L/R+f04eiTUp03DWD5Z5ApdrHwohei5L0Di6TBphEt8bvu6+H4/vh1WTYf717gy9QB7NrrJJI8iJzefM8fMIrlNA5JbN+DGfm0BuPe9hXz0Yyr9kuKZs2YH3VrGsXLbvsKS8h2a1mHVtgzGDOvOpQUT/ubsd+PeTBjEty/936QMfkpNZ8jYOTx9cbcyl2QXERHxrSm3werpcN8awMKSD+C7v8MlE2FCfziQfvg2tRvD3UtcIY3nvCQuPBpu/QriO7LhzVtovf59AN5vfAeXbh9fuOkuW4cZja/lst8+dfh+j+LJqQu4+IdrWG5b09FsJKpBS9rf8+/y/tYiUjalLml9zDtj1tq94Mb7HOH1CcAEgJSUFN/NInjSr+8m6y8v0mX6cObveoaUwTcfeyOAdy+H/Fz3+MKxLnFZNR06D2XksvbAZrbvzWbMsO6FydiiXZH0GvS0K0sf09CVks876IpgfHIntOkDC9+GOs3AGA7m5WOAiEMSseyDeYQZQ1REYLzZgg272ZKezbTFW5i2eAtnd2pCbn4+H/2YCsCcNTu4a0ASd5/TgXxrSXrYHXBXbcsAXHJUmIxF1S575cdSyM3LJz3rIFv3ZvPK/9YRFR7GBV3VRVFERI4jif1g0TuwfQWkLYMpXq+WscmBdeI7uoudl/0T/vMHmPeyq5KctjywzsUvF/ZOaX3dRDa/FU6LNZMKE7GtSZdRNzqCOkvf57Id47nzyab8GN6tVE3My7fclvk3OkdsoDMbAFjbuH/Ff3cRqXTHfQGPWrF1mHfSKHotGgUr/wNHSsa+n+gmUh7wiHselwC7f4Y7f4RGJ2CtxZx8Fd+v38WUhXMBuKFfWzo0rcuix86jz9MzeXTqT4wZ1oNureJcAjf5Sngi3k3SvHKa+wfQ53b2Zh9k0POzadkghvd/cxo5ufls3pNFYnxtzhwzi1YNYnnm0h5s3pNFcusGjJr6U7HmDnpxNtkH8wkzkO+lwL87pwNhYYYwDJNvOZXLJ3xbuP6OjOKVooLhoY+W8P4PmwqfX9ijBXGaU0xERI4nbb3h8/MmwA+vHf56vVZwx3eB3i9necnYz1+5IQ8JveGqDyG6brHNWlz1MutfPUjihg9Zl3AR7a56BYBtHYfRYMoIXjz4GF/GjeDzxteTa6IC+y9Bx33fce2G/xZbFtf+tPL/ziISNMfspli4ojFfltRNsaiUlBQ7f/78ymhXpVs4ehCNsjeQ8Oiyklf4Y5z3Mx0OZMDTLSH5Wrb3H8ODHy7mixVpnNGhMbNXbSexUSxv3dSblvVjCu8YfrFiGw98sJid+3NoXCeaWJvFl7lXHfY2uYSRlP1WsWWvXJPCvZMXsu9AbrHlCQ1j2Lgrq/D5369KJrlNA3o9ObNw2cgLOjFjeRrndG7CLWecUGz7RRv30Kl5Xe6dvIjFqXv43wMDSv33Kqt/L9nCbW+78XDjr0imef1adGlej1qRJQ9cFhERqbZe6uPuioErkPX9RNifBuc8Du3PdVPIFDW6HWTudI+HPH/0SaN3r4f6bYonWwcyXJGwH99wz3veDIOfKXn7/Dx4fTDsXAN3zIPRbliDvfsnN3ZcRKpC5XVTPF5kN+xCwqa5/G3UtZwetog4Mrgv77cssK673irvBs45D7/G5IhHaWTg398vY+TCr9ideRCA2au2A/DYhSfSqkHxohQDOjVl5u/P4tU5P5O2LxuAybtHcfnGJwD4qOX91Mvdyc6oFpy4vx5LN+8t3PbmN+cTFR5GRJghNz+QHBdNxLq3iiscRDz+imQO5Oaxfmcm1/dte1gSVqBHQn0AurWKY9qSLezen1Oh0vKfLNrMv5ds4d5zO9C+aeCK3pcr07jt7R/p3iqO927towRMRESOb9tXuJ+NO0G/uyHlejiwDxqVfD7m/NHw4Y3ucddLjr7vkuYvi67j5gdtf57rdbP685K3Td8Ez3uJ4K/GQ2xD8mLiCc/agYlrdcxfS0SqXqmTsWPdFfO7duf/jvQ3/8VtBz4uXPZIs3nMbp1MdkQ9mOeWzYi8u/D1TbYx9WOjeO/WPuRbmLF8G78+uSUt65c8U0dcTCT3nNuhyJLusKw9RNXm4qRzCpcOy7fc/vYPXNG7DTOXb+PNub9w54Akbjq9Hdv3HaBOrQie/+8qsg/mcXnPBBrViaZJ3ejC7Qd3L9s4rO6t3F2/0dNX0KKck0rm5ltenLkagHXb9/PPm3rRpG4tNu/J4h9zfgZg7IiTlYiJiMjx79TbYe44+M3XEB4BdZq4f0fSbZirrhwZC7Xiyv++nYdAxwtc4a9DrZgGk7wqzCdeBCddCUD47d/Agb1H7dYoIqFT6m6KpeHnboqAu/U//lTocJ6rYrTkvZLXa9qV/PPH8G1Wa1LatyhWSKOyWWtZvzPz8HnBKlHGgVzOGvMlOzIOVGg/CQ1jGNilGRO95OtPv+5aOBHmDX3b8ujQLhVuq4iIiO9ZC3k5EBF97HUr28e3w7qv4N6lrkDYrrXubtpfEt3rA0bB6b9X8iUSWuqmWKIGifDAWgiLdJMrFyRjETGuotElE2HbT5B4OmGxDamKoa7GmKAmYgB1oiOYN/Js8iuYeIcZQ1iYoVZkOONmrSlMxE5p04CHBwdnvjIRERHfMSY0iRhAbEPI3OHGhr1/HawNjCPntLvgjPtC0y4RKZeadWfsUDn7XZl3KRNrLZt2Z/HSl2vYsCuT16/vRWR48O4eioiIiGfR5EA5/QK1m0DvW5WIifhHqe+M1exkTERERKQ6ydkP7w6Hn2e7594UPCLiK6VOxnQ7Q0RERKS6iKoNV38MdZu7YiBKxESqtZo1ZkxERESkugsLh9+vCHUrRKQS6M6YiIiIiIhICCgZExERERERCQElYyIiIiIiIiGgZExERERERCQElIyJiIiIiIiEgJIxERERERGREFAyJiIiIiIiEgJKxkREREREREJAyZiIiIiIiEgIKBkTEREREREJASVjIiIiIiIiIaBkTEREREREJASUjImIiIiIiISAkjEREREREZEQMNbaytuZMduBXypth048sKOS9ykVo5j4j2LiP4qJ/ygm/qOY+I9i4j+Kif8cKyY7rLWDSrOjSk3GgsEYM99amxLqdkiAYuI/ion/KCb+o5j4j2LiP4qJ/ygm/lOZMVE3RRERERERkRBQMiYiIiIiIhIC1SEZmxDqBshhFBP/UUz8RzHxH8XEfxQT/1FM/Ecx8Z9Ki4nvx4yJiIiIiIgcj6rDnTEREREREZHjjpIxERERERGREPBdMmaM8V2bajrFRESqG2NM41C3QQ5njDGhboMUp5j4j2JSs4T8S7YxppUx5gZjzCvGmGhrbX6o2yRgjGlqjHkOQDEJPWPMEGPMy8aYmFC3RQKMMacYY5qFuh0SYIwZaIz5DDg/1G0RxxjT3xhzAYDVQHVfMMb0M8YMAMXEL7zPyWBQTPzCGNOtKt4npMmYMSYKeAqoDUQCt3jLw0PZLgGgBTDUGDMIdHcsVIwxkcaYqcCNwDhrbZa3XFfN/OERoG2oGyFgjGlpjPkHcBOQA+R6y/VZCRFjTJgxZhzwOHC1Meb+guWhbVnNZYyJMMaMB0YBvzHGPKqLfKFTcHwyxvwWGAmcY4z5nTGmQ2hbVnMdcs542xjT21setONWqA+IkcBCa+1Y4G/AQABrbV5IW1WDFUmEawObgd8ZY2Kttfk6gVY9a+1B4BvgZaCPMeYJY0wrXTULLWNMpPdwOZBijBlgjOlijIkOZbtquGRgprX2UuB+oAvoCnOIxQLbgLOAO4ELQb0tQqwxkGOtHQj8BugJxIe2STWTd75o4D2NAf5prb0HSMNdDG8YssbVUF5M4rzHvYA6wF0Q3ONWlX+5NsZ0NcY87T3NB2Z7jzsDscaYW4wxTaq6XTWZF5OnvKcFX1zqAX8FZgF3g06gVaVoPLy7xznAY8AJQDjwB2PMySFsYo1UNC5ekgxwAe5gfQJwK3B9iJpXI3kx+bP39DNr7Tve4y64i0m6C1PFDjmfhOF6WdyF6za6wBhzhTHmhJA1sAY65HvXQdwX/QQg3Vt2dmhaVnMZY64HPgPGGGP64+7kh3nHq6+BPLwbFFI1isTkWWPMacBq3LkkyxhztbdOUHpahOIklQRcYYzpaq3NstbO95bPwl05OwM4FdS9pAolAVcaY7oUSbgigbbW2tHARcaYcRoQX2UK4tHVWpsDfA+8YK19EHgYiALagz4jVazwcwKuuw8wF1gMvA58CLQ1xtQPWQtrniRghHfsskXuWK7CHbcidRGpyhV8TrpZa/fiLuqlAwnAOKA/cL6OXVWq4HtXD2vtDtxktc8Dt+G+B/4MOp9UFe+71IW4v/9PuJsR64GTgUZAKvAL0MIYExuiZtYoh8RkMXAmcMBam437rFxrjKkVrJ4WQU/GjDGtjTGXG2Oae4tigSm4L5VF7bTWLgX+hztwqHtJkBwlJqOKrFYbyDXGPAnUBZKttduruKk1wlHi8QiAtXaOtXay113UAluBlt5r+owEybE+J9baXFzXktrenbJ6QENr7Z6QNLgGKEVMDhpjwqy1K4E5QPcQNbXGONY53lq7HNft5z/W2lXARqCTjl3Bc5SYjATwLrKOBN7GdSM9yVuumARJkZg0A1oB71lr1wBfAcOstVOAbGAwrgdMOnC6tTYzZI0+zh0jJucX/O293ORrvGNaMC5aBDUZM8Z0BT7AnRAf9vpfTrXW3o27HTvMW6898IwxZiJwNbAgmO2qyUoRk8u8VbOA+4D11tpOwJPe9rpyVomOEQ9jjLnUW+8k4ANjzFjgYtwXTQmSUnxOhnurvgX0Nca8DDyIu4spQVCKmFwKrju1MaYekIj7UiNBUorj1+XeqluB54wrsHI/7ouNBMExYkLBOd5au8pauxtYCSwMVXtrgiIx6YH7XlXXWvuu9/IuvDuTwKu4i9+fAUOBpVXc1BrjGDHZgxsPXtSzQG9jTP1gXLQISjJmjLnEGHMrrs/rCmvtw8CnQF/cYFGAZ4AbvKuYq3FXNj8Ffm2tnRWMdtVkZYjJ9V5MpgBdrLWvAFhrp3k/deWsEpQjHgtxV2UWAQOstfrSHwRliMu1Xlxm4O5gTgF+Za2dEIp2H8/K+lkB8LrHTQKWhKDJx70yxOQ673MyCXexYj6QVORLj1SSssakyKZL0UWkoCghJiOB/wK9vDFJ4Hq5FIzdiwReAf4O/At4oYqbfNwrQ0wyvPV7GGMaeueUocHq+WIq87u1N4biH97TLNx/MAM8jStCcAGuC+JYa22GceVVd1lrR5W0P6m4csZkp7X2UW/7MI25qDzljMdua+0joWhvTaFjl/9U9NgllU/HL//R58R/yhCT0bgxSilALVwVxZHW2oyqbvPxrgIx2QL80Vqbfug+K1Nl3xnLB9Zaa68F/g/oh+uHmWSt3Q+swBUfSPTWH4Ur3CHBU56YfFmwsRKxSleeeHwRgnbWNDp2+U+Fjl0SFDp++Y8+J/5TmpjE4u7ANAVOA96x1t6lRCxoyhuTe4KdiEHlJ2NhuIFvWGs3A8tw5YWHGGOScL9sf1xWirV2l7VWB+rgUkz8RfHwJ8XFfxQT/1FM/Ecx8Z/SxOR0b93XrbUdrLWfhKSlNYevYxJRmTvzqot9BWDcHBZtrbXneIPdnwB240p2KvOvIoqJvyge/qS4+I9i4j+Kif8oJv5TyphsAbKttRtC19Kaw+8xqdRkrIA3OPQg8I0xpjPQEZiO+2U3Wmu3BeN95cgUE39RPPxJcfEfxcR/FBP/UUz8pxQxSQtl+2oiv8akUgt4FNuxMRcCHwOf4/pdvhmUN5JSU0z8RfHwJ8XFfxQT/1FM/Ecx8R/FxH/8GJNgJmP9gd7Ac9banKC8iZSJYuIvioc/KS7+o5j4j2LiP4qJ/ygm/uPHmAQzGTM2WDuXclFM/EXx8CfFxX8UE/9RTPxHMfEfxcR//BiToCVjIiIiIiIicmSVXdpeRERERERESkHJmIiIiIiISAgoGRMREREREQkBJWMiIiIiIiIhoGRMREREREQkBP4fd8xWKqK6TZEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "strategy('东方通信','20130101','',N1=20,N2=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
